{
 "site": "Cheaper by AI",
 "base_url": "https://www.cheaperbyai.com",
 "generated": "2026-10-19",
 "docs": "https://www.cheaperbyai.com/developers/",
 "notes": "Results are reported as their sources state them. result_kind tells you how to present a headline: only 'saving' is a money-saved figure.",
 "count": 132,
 "use_cases": [
  {
   "slug": "audit-hospital-bill-against-medicare-rates",
   "title": "Audit a hospital bill against Medicare rates with an AI chatbot",
   "category": "medical-bills",
   "featured": true,
   "status": "published",
   "summary": "Get the itemized bill with billing (CPT) codes, then have an AI chatbot compare each line to Medicare rules to find duplicate and mis-coded charges.",
   "result_headline": "$195,000 hospital bill settled at about $33,000",
   "time_estimate": "2–5 hrs over a few weeks",
   "time_minutes": 300,
   "difficulty": "Involved",
   "problem": "Hospital bills, especially for uninsured or self-pay patients, often arrive as vague lump sums that are hard to question.",
   "how_ai_helps": "A chatbot can explain billing codes, flag charges that Medicare bundling rules wouldn't allow, build a spreadsheet of codes and benchmark prices, and draft a firm dispute letter.",
   "real_examples": [
    {
     "what_ai_did": "After a relative's fatal heart attack, the family requested the itemized codes. Claude analyzed them against Medicare rules, flagged components billed on top of a master procedure, inpatient-vs-emergency coding issues and same-day ventilator billing, and helped draft dispute letters. The analysis was cross-checked with ChatGPT.",
     "reported_result": "A $195,000 bill for four hours of care was settled at about $33,000, as reported by the poster.",
     "source_name": "Tom's Hardware (reporting a Threads post by @nthmonkey)",
     "source_url": "https://www.tomshardware.com/tech-industry/artificial-intelligence/grieving-family-uses-ai-chatbot-to-cut-hospital-bill-from-usd195-000-to-usd33-000-family-says-claude-highlighted-duplicative-charges-improper-coding-and-other-violations",
     "date": "2025-10-29",
     "verification": "Self-reported; not independently verified"
    },
    {
     "what_ai_did": "The same person later wrote a first-person account: he asked Claude to build a spreadsheet of the CPT codes and what Medicare pays for each, then researched the flagged items.",
     "reported_result": "Headline: 'I Used Claude to Save $163,000 on a Hospital Bill.'",
     "source_name": "Business Insider (first-person essay)",
     "source_url": "https://www.businessinsider.com/claude-helped-negotiate-hospital-bill-discount-medicare-ai-assistant-2026-2",
     "date": "2026-02",
     "verification": "First-person essay published by a news outlet"
    }
   ],
   "tools": [
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Medicare Physician Fee Schedule Look-Up (CMS)",
     "url": "https://www.cms.gov/medicare/physician-fee-schedule/search",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Official source to check what Medicare pays for a code"
    }
   ],
   "how_to": [
    "Call the billing office and request a fully itemized bill with CPT/HCPCS codes (and your medical record if needed).",
    "Remove your name, date of birth, account numbers and insurance IDs before uploading anything.",
    "Ask the AI to list each code, explain it in plain English, and flag duplicates, unbundled components and coding mismatches.",
    "Verify the flagged items yourself using CMS's fee schedule lookup and the hospital's own price list.",
    "Send a factual, written dispute that lists each contested line, asks for a corrected bill, and asks for a hold on collections while it is reviewed."
   ],
   "prompt": "I'm disputing a hospital bill. Below is the itemized list of CPT/HCPCS codes, descriptions, units and charges (personal details removed). For each line: 1) explain what it is in plain English, 2) estimate what Medicare would typically pay for it and tell me where to verify that, 3) flag possible duplicates, unbundled components of a larger procedure, wrong place-of-service or inpatient/outpatient coding, and charges that don't match the services described. Then draft a polite but firm dispute letter to the billing department listing each contested line and asking for a corrected itemized bill and a hold on collections. Mark anything you're unsure about so I can check it.\n\n[PASTE ITEMIZED CODES HERE]",
   "caveats": [
    "Chatbots can be wrong about billing rules. Check every flagged item against official sources before you send anything.",
    "Medical records are sensitive. Redact identifiers, and consider whether you're comfortable uploading them at all.",
    "Results depend on the hospital, your state and your insurance status. The reported outcome isn't typical or guaranteed."
   ],
   "sources": [
    "https://www.tomshardware.com/tech-industry/artificial-intelligence/grieving-family-uses-ai-chatbot-to-cut-hospital-bill-from-usd195-000-to-usd33-000-family-says-claude-highlighted-duplicative-charges-improper-coding-and-other-violations",
    "https://www.businessinsider.com/claude-helped-negotiate-hospital-bill-discount-medicare-ai-assistant-2026-2",
    "https://www.reddit.com/r/ClaudeAI/comments/1oi0rd1/using_claude_to_negotiate_a_195k_hospital_bill/",
    "https://moneywise.com/managing-money/debt/new-york-man-lost-brother-in-law-to-a-heart-attack-faced-195k-hospital-bill-heres-how-he-used-ai-to-slash-it-down-to-37k"
   ],
   "tags": [
    "hospital bill",
    "CPT codes",
    "Medicare rates",
    "Claude",
    "self-pay"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Getting an itemized bill with codes can take 1–3 weeks. Ask for it in writing.",
     "Billing offices often fix clear errors after a written dispute but rarely respond on the first call.",
     "Uninsured or self-pay patients usually have more room to negotiate than insured patients."
    ],
    "if_no": [
     "Ask for a supervisor or the patient advocate/ombudsman office, and ask for a hold on collections in writing.",
     "Apply for the hospital's financial assistance (charity care). Nonprofit hospitals must have a policy.",
     "Offer a lump-sum settlement or ask for an interest-free payment plan.",
     "File a complaint with your state attorney general or insurance department if you think the billing is improper."
    ]
   },
   "helper": {
    "fields": [
     {
      "id": "hospital",
      "label": "Hospital or provider",
      "type": "text",
      "placeholder": "e.g. St. Mary's Medical Center"
     },
     {
      "id": "visit",
      "label": "Date(s) of service",
      "type": "text",
      "placeholder": "e.g. March 3, 2026"
     },
     {
      "id": "total",
      "label": "Total billed ($)",
      "type": "number",
      "placeholder": "e.g. 18500"
     },
     {
      "id": "insurance",
      "label": "Insurance status",
      "type": "select",
      "placeholder": "",
      "options": [
       "uninsured / self-pay",
       "insured (in-network)",
       "insured (out-of-network)",
       "Medicare",
       "Medicaid"
      ]
     },
     {
      "id": "account",
      "label": "Account / statement number (for the letter only)",
      "type": "text",
      "placeholder": "keep this out of the AI prompt"
     }
    ],
    "outputs": [
     {
      "id": "prompt",
      "title": "Your personalized prompt (paste your itemized codes at the end)",
      "kind": "prompt",
      "template": "I'm disputing a ${total} bill from {hospital} for services on {visit}. My insurance status: {insurance}. Below is the itemized list of CPT/HCPCS codes, descriptions, units and charges (personal details removed). For each line: 1) explain what it is in plain English, 2) estimate what Medicare would typically pay for it and tell me where to verify that, 3) flag possible duplicates, unbundled components of a larger procedure, wrong place-of-service or inpatient/outpatient coding, and charges that don't match the services described. Then list the lines I should contest, with the reason for each. Mark anything you're unsure about so I can check it.\n\n[PASTE ITEMIZED CODES HERE]"
     },
     {
      "id": "letter",
      "title": "Billing dispute letter",
      "kind": "letter",
      "template": "[Your name]\n[Your address]\n[Date]\n\n{hospital}, Patient Billing Department\n\nRe: Billing dispute, account {account}, date(s) of service {visit}\n\nI'm writing to dispute charges on my bill of ${total}. After reviewing the itemized bill, I believe the following lines are incorrect:\n\n[Line / code / charge: reason, e.g. duplicate, unbundled, service not received]\n[Line / code / charge: reason]\n\nPlease 1) review these charges and send a corrected itemized bill, 2) place my account on hold and don't send it to collections while the review is pending, and 3) send me your financial assistance (charity care) application if I may qualify.\n\nPlease reply in writing.\n\nSincerely,\n[Your name]"
     }
    ]
   },
   "result_kind": "saving",
   "url": "https://www.cheaperbyai.com/use-cases/audit-hospital-bill-against-medicare-rates/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/audit-hospital-bill-against-medicare-rates.json",
   "category_name": "Medical Bills & Health Insurance",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "medical-bill"
   ],
   "hubs": [
    "negotiate-medical-bill"
   ]
  },
  {
   "slug": "spot-incorrect-hospital-charge-dispute-letter",
   "title": "Upload a medical bill to spot an incorrect charge and draft a dispute",
   "category": "medical-bills",
   "featured": false,
   "status": "published",
   "summary": "Have a chatbot read your bill and explanation of benefits (EOB), flag a charge that doesn't belong, and write the dispute letter for you.",
   "result_headline": "$4,200 charge removed, account marked paid",
   "time_estimate": "1–2 hrs",
   "time_minutes": 120,
   "difficulty": "Medium",
   "problem": "Billing errors are easy to miss when you don't know what the codes and line items mean.",
   "how_ai_helps": "AI can compare the bill with your insurer's EOB, point out mismatches (for example, services never received, or patient responsibility that doesn't match the EOB) and draft a short dispute.",
   "real_examples": [
    {
     "what_ai_did": "A friend of the poster uploaded her hospital bill to ChatGPT, which identified an incorrect charge and drafted a dispute letter.",
     "reported_result": "The poster says the hospital removed the $4,200 charge and marked the account paid in full.",
     "source_name": "Threads post by @nicolebehnam",
     "source_url": "https://www.threads.com/@nicolebehnam/post/DOUBXchkvUi",
     "date": "2025-09-07",
     "verification": "Secondhand, self-reported social post"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Sheer Health app",
     "url": "https://apps.apple.com/us/app/sheer-health/id6447633462",
     "cost": "Free app; paid help for disputes",
     "cost_type": "freemium",
     "notes": "Reviews bills and claims and flags denials or errors (per App Store listing)"
    }
   ],
   "how_to": [
    "Gather the bill and the matching EOB from your insurer.",
    "Redact personal identifiers and upload or paste both into the chatbot.",
    "Ask it to compare line by line and flag anything that doesn't match.",
    "Call or write to the provider's billing office with the specific line items, and ask for a corrected bill in writing."
   ],
   "prompt": "Here is my medical bill and my insurer's Explanation of Benefits for the same visit (personal info removed). Compare them line by line. Flag any charge that 1) doesn't appear on the EOB, 2) has a patient-responsibility amount different from the EOB, 3) looks duplicated, or 4) is for a service that doesn't match the visit. Then write a short, polite dispute letter to the billing office listing each issue and asking for a corrected statement. Tell me which items I should confirm by phone first.",
   "caveats": [
    "This is a secondhand anecdote. Use it as inspiration, not proof.",
    "Always confirm with the provider and insurer before you refuse to pay a balance."
   ],
   "sources": [
    "https://www.threads.com/@nicolebehnam/post/DOUBXchkvUi"
   ],
   "tags": [
    "medical bill",
    "EOB",
    "billing error",
    "ChatGPT"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Many mismatches between a bill and the EOB come from claims that weren't processed yet. A call to your insurer often clears it up.",
     "Expect a corrected statement or an explanation within a few weeks."
    ],
    "if_no": [
     "Ask your insurer to reprocess the claim or contact the provider directly.",
     "Ask for an itemized bill and request a review by a billing supervisor.",
     "File a complaint with your state insurance department or attorney general if the provider won't correct it."
    ]
   },
   "helper": {
    "fields": [
     {
      "id": "provider",
      "label": "Provider / hospital",
      "type": "text",
      "placeholder": "e.g. City Urgent Care"
     },
     {
      "id": "visit",
      "label": "Date of visit",
      "type": "date",
      "placeholder": ""
     },
     {
      "id": "billed",
      "label": "Amount they say you owe ($)",
      "type": "number",
      "placeholder": "e.g. 4200"
     },
     {
      "id": "eob",
      "label": "Amount your EOB says you owe ($)",
      "type": "number",
      "placeholder": "e.g. 0"
     },
     {
      "id": "issue",
      "label": "What looks wrong",
      "type": "textarea",
      "placeholder": "e.g. Charge for an MRI I never had; EOB shows $0 patient responsibility"
     },
     {
      "id": "account",
      "label": "Account number (for the letter only)",
      "type": "text",
      "placeholder": "keep this out of the AI prompt"
     }
    ],
    "outputs": [
     {
      "id": "prompt",
      "title": "Your personalized prompt (paste your bill and EOB at the end)",
      "kind": "prompt",
      "template": "Here is my bill from {provider} for a visit on {visit} and my insurer's Explanation of Benefits (EOB) for the same visit (personal info removed). The bill says I owe ${billed}; the EOB says ${eob}. What looks wrong to me: {issue}. Compare them line by line and flag any charge that 1) doesn't appear on the EOB, 2) has a patient-responsibility amount different from the EOB, 3) looks duplicated, or 4) is for a service that doesn't match the visit. Tell me which items I should confirm by phone with the insurer first.\n\n[PASTE BILL AND EOB HERE]"
     },
     {
      "id": "letter",
      "title": "Dispute letter to the billing office",
      "kind": "letter",
      "template": "[Your name]\n[Your address]\n[Date]\n\n{provider}, Billing Office\n\nRe: Account {account}, date of service {visit}\n\nYour statement shows a balance of ${billed}. My insurer's Explanation of Benefits for this visit shows my responsibility as ${eob}.\n\nThe issue: {issue}\n\nPlease review the account, correct the statement to match the EOB (or explain the difference in writing), and hold the account from collections while it's under review. A copy of the EOB is enclosed.\n\nSincerely,\n[Your name]\n\nEnclosure: EOB dated [date]"
     }
    ]
   },
   "result_kind": "saving",
   "url": "https://www.cheaperbyai.com/use-cases/spot-incorrect-hospital-charge-dispute-letter/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/spot-incorrect-hospital-charge-dispute-letter.json",
   "category_name": "Medical Bills & Health Insurance",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "medical-bill",
    "dispute-a-charge"
   ],
   "hubs": [
    "negotiate-medical-bill"
   ]
  },
  {
   "slug": "appeal-health-insurance-denial-with-ai",
   "title": "Appeal a denied health insurance claim with an AI-drafted letter",
   "category": "medical-bills",
   "featured": true,
   "status": "published",
   "summary": "Turn a denial letter into a detailed, evidence-based appeal using a chatbot or a free AI appeal tool.",
   "result_headline": "Denied medication approved on appeal",
   "time_estimate": "1–3 hrs",
   "time_minutes": 180,
   "difficulty": "Involved",
   "problem": "Insurers deny claims and prior authorizations, and most people never appeal because the letters are long and technical.",
   "how_ai_helps": "AI can read the denial reason, match it to your plan's language, organize your medical history and cite clinical evidence in an appeal letter for you and your doctor to review.",
   "real_examples": [
    {
     "what_ai_did": "After an insurer denied the narcolepsy drug Xywav (wanting the patient to try Xyrem first), the patient used ChatGPT to draft a detailed appeal explaining why the lower-sodium drug was medically necessary, then refined it with clinical citations.",
     "reported_result": "The patient reports the insurer approved Xywav after review by a medical director.",
     "source_name": "Reddit r/Narcolepsy",
     "source_url": "https://www.reddit.com/r/Narcolepsy/comments/1fgx2wb/navigating_insurance_denials_i_got_xywav_approved/",
     "date": "2024-09",
     "verification": "Self-reported; not independently verified"
    },
    {
     "what_ai_did": "News coverage of patients using AI tools (Sheer Health, Counterforce Health and general chatbots) to fight denials and big bills.",
     "reported_result": "Background reporting; no single dollar figure.",
     "source_name": "Stateline",
     "source_url": "https://stateline.org/2025/11/20/patients-deploy-bots-to-battle-health-insurers-that-deny-care/",
     "date": "2025-11-20",
     "verification": "News reporting"
    }
   ],
   "tools": [
    {
     "name": "Fight Health Insurance",
     "url": "https://www.fighthealthinsurance.com/",
     "cost": "Free (optional donation; small fee only if they fax it for you)",
     "cost_type": "free",
     "notes": "Generates editable AI appeal letters"
    },
    {
     "name": "Counterforce Health",
     "url": "https://www.counterforcehealth.org/",
     "cost": "Free (nonprofit; focused on North Carolina)",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "Claimable",
     "url": "https://www.getclaimable.com/",
     "cost": "$39.95 plus shipping, or free through some support partners",
     "cost_type": "paid",
     "notes": "Focused on medication denials",
     "price": "$39.95 + shipping"
    },
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Get the denial letter, your plan document (Evidence of Coverage) and the specific reason code.",
    "Ask your doctor's office for chart notes and a letter of medical necessity.",
    "Use an AI tool to draft an appeal that answers the denial reason point by point and cites your plan language and clinical guidelines.",
    "Check every citation, have your doctor review it, and file before the deadline. Ask about an external review if the internal appeal fails."
   ],
   "prompt": "Act as a patient advocate. My health insurer denied [treatment/drug] with this reason: \"[PASTE DENIAL REASON]\". My relevant history: [diagnosis, treatments tried, why they failed or aren't appropriate]. My plan says: \"[PASTE RELEVANT PLAN LANGUAGE]\". Draft a formal internal appeal that 1) restates the denial, 2) rebuts each stated reason with my history and the plan's own language, 3) cites widely accepted clinical guidelines (list each source so I can verify it), 4) requests expedited review if applicable, and 5) notes my right to external review. Keep it under two pages and flag anything my doctor should confirm.",
   "caveats": [
    "AI can invent citations. Verify every guideline and study before sending.",
    "Deadlines matter. Internal appeals often have to be filed within a set window (commonly 180 days for many plans), so check your plan.",
    "Health information is sensitive. Share only what's needed."
   ],
   "sources": [
    "https://www.reddit.com/r/Narcolepsy/comments/1fgx2wb/navigating_insurance_denials_i_got_xywav_approved/",
    "https://stateline.org/2025/11/20/patients-deploy-bots-to-battle-health-insurers-that-deny-care/",
    "https://www.fighthealthinsurance.com/",
    "https://www.getclaimable.com/"
   ],
   "tags": [
    "insurance denial",
    "prior authorization",
    "appeal letter",
    "health insurance"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Insurers usually must decide internal appeals within set time limits (shorter for urgent and pre-service requests). Check your denial letter.",
     "A letter of medical necessity from your doctor is often what makes the difference."
    ],
    "if_no": [
     "Request an external review by an independent reviewer. The denial letter explains how.",
     "Ask your doctor to request a peer-to-peer review with the insurer's medical director.",
     "Contact your state's consumer assistance program or insurance department for free help."
    ]
   },
   "helper": {
    "fields": [
     {
      "id": "insurer",
      "label": "Insurer / plan",
      "type": "text",
      "placeholder": "e.g. Aetna PPO through my employer"
     },
     {
      "id": "item",
      "label": "Treatment, test or drug denied",
      "type": "text",
      "placeholder": "e.g. Xywav"
     },
     {
      "id": "reason",
      "label": "Denial reason (copy from the letter)",
      "type": "textarea",
      "placeholder": "e.g. Not medically necessary; step therapy required"
     },
     {
      "id": "history",
      "label": "Relevant history",
      "type": "textarea",
      "placeholder": "e.g. Diagnosis, treatments tried and why they failed"
     },
     {
      "id": "claim",
      "label": "Claim / reference number (for the letter only)",
      "type": "text",
      "placeholder": "keep this out of the AI prompt"
     },
     {
      "id": "urgent",
      "label": "Is waiting dangerous to your health?",
      "type": "select",
      "placeholder": "",
      "options": [
       "no",
       "yes, I'm requesting expedited review"
      ]
     }
    ],
    "outputs": [
     {
      "id": "prompt",
      "title": "Your personalized prompt",
      "kind": "prompt",
      "template": "Act as a patient advocate. My health insurer ({insurer}) denied {item} with this reason: \"{reason}\". My relevant history: {history}. Expedited review needed: {urgent}. My plan says: \"[PASTE RELEVANT PLAN LANGUAGE]\". Draft a formal internal appeal that 1) restates the denial, 2) rebuts each stated reason with my history and the plan's own language, 3) cites widely accepted clinical guidelines (list each source so I can verify it), 4) requests expedited review if applicable, and 5) notes my right to an external review. Keep it under two pages and flag anything my doctor should confirm."
     },
     {
      "id": "letter",
      "title": "Internal appeal letter (starting draft)",
      "kind": "letter",
      "template": "[Your name]\n[Member ID: write on the printed copy only]\n[Date]\n\n{insurer}, Appeals Department\n\nRe: Request for internal appeal, claim/reference {claim}, denial of {item}\n\nI am appealing the denial of {item}. The stated reason was: \"{reason}\"\n\nWhy this should be covered:\n{history}\n\n[Point-by-point response to each denial reason, using your plan language]\n[Enclosed: letter of medical necessity from Dr. ___ and relevant records]\n\nExpedited review: {urgent}.\n\nPlease send me a copy of the plan language and any clinical criteria used in this decision. If this appeal is denied, please tell me in writing how to request an external review.\n\nSincerely,\n[Your name]"
     }
    ]
   },
   "result_kind": "outcome",
   "url": "https://www.cheaperbyai.com/use-cases/appeal-health-insurance-denial-with-ai/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/appeal-health-insurance-denial-with-ai.json",
   "category_name": "Medical Bills & Health Insurance",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "medical-bill"
   ],
   "hubs": [
    "lower-prescription-costs"
   ]
  },
  {
   "slug": "apply-for-hospital-charity-care",
   "title": "Check if you qualify for hospital charity care (financial assistance)",
   "category": "medical-bills",
   "featured": false,
   "status": "published",
   "summary": "Nonprofit hospitals must have financial assistance policies. Use AI to read the policy and a free nonprofit to help you apply.",
   "result_headline": null,
   "time_estimate": "30–60 min",
   "time_minutes": 60,
   "difficulty": "Medium",
   "problem": "Many people pay hospital bills they could have had reduced or forgiven under the hospital's own financial assistance policy.",
   "how_ai_helps": "A chatbot can summarize a long financial assistance policy, estimate whether your household income may qualify, and list the documents you'll need.",
   "real_examples": [],
   "tools": [
    {
     "name": "Dollar For",
     "url": "https://dollarfor.org/",
     "cost": "Free for patients (nonprofit)",
     "cost_type": "free",
     "notes": "Helps people apply for hospital financial assistance"
    },
    {
     "name": "Goodbill",
     "url": "https://www.goodbill.com/patients",
     "cost": "20% of savings; mediloop's comparison lists a $1,000 cap; free if no savings",
     "cost_type": "contingency",
     "notes": "Negotiates unpaid hospital bills and screens for assistance",
     "price": "20% of savings"
    }
   ],
   "how_to": [
    "Find the hospital's 'Financial Assistance Policy' (often linked at the bottom of its website or on the bill).",
    "Paste it into a chatbot and ask for the income limits, the discount tiers and the documents required.",
    "Apply directly, or get free help from Dollar For.",
    "Ask the hospital to pause collections while your application is reviewed."
   ],
   "prompt": "Here is a hospital's financial assistance policy: [PASTE TEXT OR LINK CONTENT]. My household size is [N] and annual household income is about $[X]. Summarize: 1) who qualifies and the income thresholds, 2) the discount levels, 3) required documents, 4) deadlines (including whether bills already paid or sent to collections qualify), and 5) step-by-step how to apply. Then draft a short cover letter requesting financial assistance for account #[ACCOUNT].",
   "caveats": [
    "No verified AI-specific success story yet. This is a tool-based entry.",
    "Contingency-fee services take a share of what they save you. Try the free route first."
   ],
   "sources": [
    "https://dollarfor.org/faq/",
    "https://www.goodbill.com/patients",
    "https://mediloop.ai/blog/best-medical-bill-negotiation-services"
   ],
   "tags": [
    "charity care",
    "financial assistance",
    "hospital bill",
    "nonprofit"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Applications usually need proof of income. Decisions can take a few weeks.",
     "Many hospitals will apply assistance to bills that are already past due."
    ],
    "if_no": [
     "Ask for the written reason, and check the hospital's published financial assistance policy for its income limits.",
     "Reapply if your income changed, or ask for a payment plan.",
     "Free nonprofit help like Dollar For can review whether you qualify."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/apply-for-hospital-charity-care/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/apply-for-hospital-charity-care.json",
   "category_name": "Medical Bills & Health Insurance",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": true,
   "goals": [
    "medical-bill"
   ],
   "hubs": [
    "negotiate-medical-bill"
   ]
  },
  {
   "slug": "ai-script-to-negotiate-internet-bill",
   "title": "Use an AI-written script to negotiate your internet or cable bill",
   "category": "bill-negotiation",
   "featured": true,
   "status": "published",
   "summary": "Have AI research competitor offers and write a retention-department script, then make the call or chat yourself.",
   "result_headline": "Internet bill $120/yr lower",
   "time_estimate": "20–40 min",
   "time_minutes": 40,
   "difficulty": "Easy",
   "problem": "Internet and cable prices creep up after promo periods end. Retention departments often have better rates, but only if you ask.",
   "how_ai_helps": "AI can gather competitor prices for your address, write a short script with a clear ask and a walk-away line, and role-play the rep so you can practice.",
   "real_examples": [
    {
     "what_ai_did": "DoNotPay demoed a ChatGPT-powered bot negotiating with Comcast/Xfinity's live chat on behalf of an engineer's account.",
     "reported_result": "PCMag reported the bill was renegotiated to be $120 a year lower.",
     "source_name": "PCMag",
     "source_url": "https://www.pcmag.com/news/watch-donotpays-ai-chatbot-renegotiate-a-comcast-bill-to-be-120-lower",
     "date": "2022-12-13",
     "verification": "Company demo reported by press. Note: DoNotPay later settled FTC charges over separate 'AI lawyer' claims"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Grok",
     "url": "https://grok.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "FCC broadband labels / consumer complaints",
     "url": "https://consumercomplaints.fcc.gov/",
     "cost": "Free",
     "cost_type": "free",
     "notes": "File a complaint if a provider won't fix a billing problem"
    }
   ],
   "how_to": [
    "Look up your current plan, speed, monthly price and contract status.",
    "Ask AI to list competitor and new-customer offers at your address (then verify them on the providers' sites).",
    "Have it write a 60-second script: loyalty, the competitor price, a specific ask and a polite 'otherwise please cancel' line.",
    "Call and ask for retention or cancellations, then get the new rate confirmed in writing."
   ],
   "prompt": "I pay $[X]/month to [provider] for [speed/plan] at ZIP [ZIP]. I've been a customer for [N] years. Help me negotiate: 1) list the competitor and new-customer offers I should check at my address and where to verify them, 2) write a short, friendly call script for the retention department with a specific target price of $[TARGET], 3) give me 3 responses for common pushback ('that's the best we can do', 'that promo is for new customers'), and 4) a closing line asking them to confirm the new price, term and any fees in writing. Then role-play the rep so I can practice.",
   "caveats": [
    "AI may hallucinate competitor prices. Always verify on the provider's site.",
    "Be ready to actually switch. Bluffing only works sometimes.",
    "Watch for new contracts or early-termination fees attached to a 'deal'."
   ],
   "sources": [
    "https://www.pcmag.com/news/watch-donotpays-ai-chatbot-renegotiate-a-comcast-bill-to-be-120-lower",
    "https://www.ftc.gov/news-events/news/press-releases/2025/02/ftc-finalizes-order-donotpay-prohibits-deceptive-ai-lawyer-claims-imposes-monetary-relief-requires"
   ],
   "tags": [
    "internet bill",
    "Comcast",
    "Xfinity",
    "retention",
    "negotiation script"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "The first rep often can't change your price. Retention or cancellation departments have more options.",
     "Retention offers are often temporary (12–24 months), so set a reminder."
    ],
    "if_no": [
     "Politely ask to schedule cancellation. That's often when a better offer appears.",
     "Call back another day and talk to a different rep.",
     "Switch if a verified offer is better. Check early-termination and equipment fees first."
    ]
   },
   "helper": {
    "fields": [
     {
      "id": "provider",
      "label": "Your provider",
      "type": "text",
      "placeholder": "e.g. Xfinity"
     },
     {
      "id": "bill",
      "label": "Current monthly bill ($)",
      "type": "number",
      "placeholder": "e.g. 85"
     },
     {
      "id": "plan",
      "label": "Plan / speed",
      "type": "text",
      "placeholder": "e.g. 500 Mbps, no TV"
     },
     {
      "id": "years",
      "label": "Years as a customer",
      "type": "number",
      "placeholder": "e.g. 4"
     },
     {
      "id": "offer",
      "label": "Competitor or new-customer offer you found (verified)",
      "type": "text",
      "placeholder": "e.g. AT&T Fiber 500 for $55/mo"
     },
     {
      "id": "target",
      "label": "Your target price ($/mo)",
      "type": "number",
      "placeholder": "e.g. 60"
     }
    ],
    "outputs": [
     {
      "id": "prompt",
      "title": "Your personalized prompt",
      "kind": "prompt",
      "template": "I pay ${bill}/month to {provider} for {plan}. I've been a customer for {years} years. A competitor offer I've verified: {offer}. Help me negotiate down to ${target}/month: 1) list other offers I should check at my address and where to verify them, 2) write a short, friendly call script for the retention department, 3) give me 3 responses to common pushback ('that's the best we can do', 'that promo is for new customers'), and 4) a closing line asking them to confirm the new price, term and any fees in writing. Then role-play the rep so I can practice."
     },
     {
      "id": "script",
      "title": "Call script (retention department)",
      "kind": "script",
      "template": "\"Hi, I'd like to speak with the retention or cancellations department, please.\"\n\n\"I've been a {provider} customer for {years} years and I'm paying ${bill} a month for {plan}. I've found {offer}, so I'm planning to switch unless we can get my bill closer to ${target} a month. Is there anything you can do to keep me?\"\n\nIf they offer something: \"Thanks. Can you confirm the new monthly price including fees, how long it lasts, and whether it adds a contract? Please send that to me in writing.\"\n\nIf they say no: \"I understand. Could you check one more time, or transfer me to someone who can review retention offers? Otherwise I'll go ahead and schedule the cancellation.\""
     }
    ]
   },
   "result_kind": "saving",
   "url": "https://www.cheaperbyai.com/use-cases/ai-script-to-negotiate-internet-bill/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/ai-script-to-negotiate-internet-bill.json",
   "category_name": "Bill Negotiation",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "internet-phone-bill"
   ],
   "hubs": [
    "lower-internet-bill"
   ]
  },
  {
   "slug": "ai-agent-calls-provider-to-lower-bill",
   "title": "Let an AI agent or negotiation service call your provider for you",
   "category": "bill-negotiation",
   "featured": false,
   "status": "published",
   "summary": "AI agents and bill-negotiation services will contact providers for you. Compare fees carefully, since many take a share of your savings.",
   "result_headline": "Saved $28/mo without making the call",
   "time_estimate": "10–15 min to set up",
   "time_minutes": 15,
   "difficulty": "Easy",
   "problem": "Negotiating takes time on hold that many people don't have.",
   "how_ai_helps": "Agent products can place calls or chats, argue for a lower rate and report back. Human-led services do the same for a fee.",
   "real_examples": [
    {
     "what_ai_did": "An X user reports that his Grok Bot agent negotiated his internet bill.",
     "reported_result": "He says it saved him $28 a month and that he didn't have to do anything.",
     "source_name": "X post by @JDSawyer33",
     "source_url": "https://x.com/JDSawyer33/status/2104417950723670067",
     "date": "2026-09-28",
     "verification": "Self-reported; not independently verified"
    }
   ],
   "tools": [
    {
     "name": "Pine",
     "url": "https://www.19pine.ai/",
     "cost": "Free plan with 25% success fee on bill negotiations; paid annual plans use credits instead",
     "cost_type": "contingency",
     "notes": "AI agent that calls customer service",
     "price": "25% of savings"
    },
    {
     "name": "Rocket Money",
     "url": "https://www.rocketmoney.com/",
     "cost": "35%–60% of first-year savings (you choose); from Nov 2, 2026 negotiations require Premium+ ($15/mo) with no success fee",
     "cost_type": "contingency",
     "notes": "",
     "price": "35–60% of first-year savings (until Nov 2, 2026)"
    },
    {
     "name": "Billshark",
     "url": "https://www.billshark.com/",
     "cost": "40% of confirmed savings, capped at two years of savings",
     "cost_type": "contingency",
     "notes": "",
     "price": "40% of savings"
    }
   ],
   "how_to": [
    "Do one DIY call first (see the script entry). It's free.",
    "If you outsource, read the fee terms: percentage, whether it's based on 12 or 24 months of savings, and when it's charged.",
    "Share only the account info the service needs, and change any passwords you share afterward.",
    "Confirm the new rate on your next bill before paying any success fee."
   ],
   "prompt": "I'm considering a bill-negotiation service. My bill is $[X]/month. If they cut it by $[Y]/month and charge [Z]% of [first-year / two years of] savings, how much would I pay them and how much would I net in year 1 and year 2? Compare that with negotiating myself. List the questions I should ask about fees, data access and cancellation before signing up.",
   "caveats": [
    "Contingency fees of 25%–60% can eat a big share of the first year's savings.",
    "Many promotional posts about AI agents are paid or templated. Look for independent reviews.",
    "Rocket Money's pricing changes on Nov 2, 2026. Check its current terms."
   ],
   "sources": [
    "https://www.19pine.ai/blog/pine-bill-negotiation",
    "https://help.rocketmoney.com/en/articles/9744474-bill-negotiation-charge-explained",
    "https://help.rocketmoney.com/en/articles/17141357-bill-negotiations-is-moving-to-premium",
    "https://www.billshark.com/support",
    "https://x.com/JDSawyer33/status/2104417950723670067"
   ],
   "tags": [
    "AI agent",
    "bill negotiation service",
    "contingency fee",
    "Rocket Money",
    "Pine"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "These services typically take days to weeks and may ask for account access or a PIN.",
     "Fees are often charged on the savings found, sometimes upfront for the year."
    ],
    "if_no": [
     "Try the free DIY script route yourself (see the related internet-bill entry).",
     "Read the fee terms before agreeing, and check whether you can decline an offer they negotiate."
    ]
   },
   "result_kind": "saving",
   "url": "https://www.cheaperbyai.com/use-cases/ai-agent-calls-provider-to-lower-bill/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/ai-agent-calls-provider-to-lower-bill.json",
   "category_name": "Bill Negotiation",
   "cost_level": "contingency",
   "has_contingency_fee_option": true,
   "goals": [
    "internet-phone-bill"
   ],
   "hubs": [
    "lower-internet-bill",
    "lower-phone-bill"
   ]
  },
  {
   "slug": "negotiate-phone-plan-or-switch",
   "title": "Have AI right-size your phone plan before you call",
   "category": "bill-negotiation",
   "featured": false,
   "status": "published",
   "summary": "Paste your usage and bill into a chatbot to see if you're overpaying, then negotiate or switch to a cheaper plan.",
   "result_headline": null,
   "time_estimate": "30–45 min",
   "time_minutes": 45,
   "difficulty": "Easy",
   "problem": "Many households pay for unlimited plans, insurance add-ons and lines they don't use.",
   "how_ai_helps": "AI can read the bill, spot add-ons and fees, estimate what plan your actual usage needs, and write a script to ask for loyalty discounts.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Download your last 3 bills and check data usage per line in your carrier app.",
    "Redact the account number and paste in the line items.",
    "Ask AI to list add-ons, fees and promo expirations, and to estimate the cheapest plan that fits your usage.",
    "Call your carrier with the script. If they won't match, check prepaid or other carriers (verify coverage first)."
   ],
   "prompt": "Here are my last 3 phone bills (account numbers removed) and data usage per line: [PASTE]. 1) List every add-on, fee, device payment and promo end date. 2) Based on my usage, what type of plan do I actually need? 3) Write a short script asking my carrier for loyalty discounts or a cheaper plan, plus what to say if they refuse. 4) List the questions I should ask about device balances or contract terms before switching.",
   "caveats": [
    "No verified AI-specific result yet. This is a DIY template entry.",
    "Remaining device installments can come due at once if you switch carriers."
   ],
   "sources": [
    "https://www.tomsguide.com/ai/i-used-ai-to-cut-my-monthly-expenses-without-giving-up-the-things-i-love"
   ],
   "tags": [
    "phone bill",
    "wireless plan",
    "negotiation"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Carriers rarely cut prices on an existing plan, but they often move you to a cheaper current plan.",
     "Watch for device payment plans that lock you in."
    ],
    "if_no": [
     "Compare prepaid or MVNO plans that run on the same networks.",
     "Check your device payoff balance and unlock status before switching."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/negotiate-phone-plan-or-switch/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/negotiate-phone-plan-or-switch.json",
   "category_name": "Bill Negotiation",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "internet-phone-bill"
   ],
   "hubs": [
    "lower-phone-bill"
   ]
  },
  {
   "slug": "subscription-audit-from-bank-statement",
   "title": "Find forgotten subscriptions by having AI audit your statements",
   "category": "subscriptions",
   "featured": true,
   "status": "published",
   "summary": "Paste or upload a redacted bank or card statement and ask AI to list every recurring charge, then cancel what you don't use.",
   "result_headline": "Found ~$166/mo in subscriptions",
   "time_estimate": "10–15 min",
   "time_minutes": 15,
   "difficulty": "Easy",
   "problem": "Small recurring charges add up and are easy to forget, especially across app stores, PayPal and cards.",
   "how_ai_helps": "AI groups recurring charges by merchant, amount and frequency, totals them per year, and suggests what to cancel, downgrade or bundle.",
   "real_examples": [
    {
     "what_ai_did": "A Tom's Guide writer gathered screenshots from Apple, Google Play, Amazon, PayPal and card statements and had ChatGPT total and organize them.",
     "reported_result": "The writer found nearly $166 a month (almost $2,000 a year) in subscriptions.",
     "source_name": "Tom's Guide",
     "source_url": "https://www.tomsguide.com/ai/i-used-chatgpt-to-audit-my-subscriptions-these-prompts-helped-me-find-nearly-usd2-000-a-year-in-recurring-charges",
     "date": "2026",
     "verification": "First-person article"
    },
    {
     "what_ai_did": "A Mint writer asked ChatGPT for inbox and bank search phrases ('Your subscription has been renewed', 'Auto-debit confirmation'), found forgotten services, and had ChatGPT write cancellation emails for the hard-to-cancel ones.",
     "reported_result": "The writer reports saving ₹2,028 that month and ₹603 a month ongoing.",
     "source_name": "Mint (Livemint)",
     "source_url": "https://www.livemint.com/money/personal-finance/i-was-losing-2-028-every-month-and-i-had-no-idea-until-chatgpt-told-me-subscriptions-11754630867899.html",
     "date": "2025-08-08",
     "verification": "First-person article"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Rocket Money",
     "url": "https://www.rocketmoney.com/",
     "cost": "Free tier; Premium sliding-scale price",
     "cost_type": "freemium",
     "notes": "Links bank accounts to track subscriptions"
    },
    {
     "name": "OneMain MyMoney (formerly Trim)",
     "url": "https://www.onemainfinancial.com/mymoney",
     "cost": "Free subscription tracking",
     "cost_type": "free",
     "notes": "Trim was folded into OneMain MyMoney"
    }
   ],
   "how_to": [
    "Export 2–3 months of card and bank statements (and check App Store / Google Play / PayPal subscriptions).",
    "Redact account numbers, or paste only the merchant, date and amount columns.",
    "Ask AI to list recurring charges with yearly totals and a keep/cancel/downgrade suggestion.",
    "Cancel in the merchant's settings, screenshot the confirmation, and set a monthly 10-minute audit reminder."
   ],
   "prompt": "Below are my last 3 months of transactions (merchant, date, amount only). Identify every recurring or subscription charge, including annual ones and free trials that converted. Make a table: merchant, what it likely is, amount, frequency, yearly cost. Flag duplicates (e.g., two cloud storage plans), services covered by a bundle I already pay for, and price increases. Suggest keep/cancel/downgrade and give me the fastest official way to cancel each.\n\n[PASTE TRANSACTIONS]",
   "caveats": [
    "Don't upload full statements with account numbers. Redact them first.",
    "Apps that link to your bank see all your transactions. Read their privacy policy."
   ],
   "sources": [
    "https://www.tomsguide.com/ai/i-used-chatgpt-to-audit-my-subscriptions-these-prompts-helped-me-find-nearly-usd2-000-a-year-in-recurring-charges",
    "https://www.livemint.com/money/personal-finance/i-was-losing-2-028-every-month-and-i-had-no-idea-until-chatgpt-told-me-subscriptions-11754630867899.html",
    "https://www.mymillennialguide.com/trim-review/"
   ],
   "tags": [
    "subscriptions",
    "bank statement",
    "recurring charges",
    "cancel"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Most people find at least one subscription they forgot about. Cancelling usually takes a few minutes each.",
     "Annual subscriptions may only show up once a year, so check 12 months of statements."
    ],
    "if_no": [
     "If a company makes cancelling hard, cancel through the app store or PayPal, or block the merchant through your card issuer.",
     "Ask for a refund on recent unused charges (see the renewal-refund entry)."
    ]
   },
   "result_kind": "outcome",
   "url": "https://www.cheaperbyai.com/use-cases/subscription-audit-from-bank-statement/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/subscription-audit-from-bank-statement.json",
   "category_name": "Subscriptions & Refunds",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "subscriptions-refunds"
   ],
   "hubs": [
    "cancel-subscription-get-refund"
   ]
  },
  {
   "slug": "refund-for-unwanted-subscription-renewal",
   "title": "Get a refund for an auto-renewal you didn't want",
   "category": "subscriptions",
   "featured": false,
   "status": "published",
   "summary": "Use AI to write a firm, documented refund request, and escalate through your payment provider if needed.",
   "result_headline": "$24 renewal refunded",
   "time_estimate": "15–30 min",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "Annual renewals hit without warning, and companies often offer credit instead of cash back.",
   "how_ai_helps": "AI writes a concise request with the facts (date, amount, transaction ID), a deadline and a clear escalation path (card dispute, consumer complaint).",
   "real_examples": [
    {
     "what_ai_did": "A Reddit poster used ChatGPT to write firmer refund emails after an unauthorized $24 Skillshare annual renewal, rejecting a gift-card offer and citing a possible PayPal/bank dispute.",
     "reported_result": "The poster says Skillshare processed the refund and PayPal confirmed the $24 would be returned.",
     "source_name": "Agent Use Cases (summary of a Reddit post)",
     "source_url": "https://agentusecases.ai/use-case/draft-a-refund-demand-for-an-unauthorized-renewal",
     "date": "2025",
     "verification": "Secondary summary of a self-reported post"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "FTC: Report fraud / complaints",
     "url": "https://reportfraud.ftc.gov/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "CFPB complaint portal",
     "url": "https://www.consumerfinance.gov/complaint/",
     "cost": "Free",
     "cost_type": "free",
     "notes": "For problems with banks and card issuers"
    }
   ],
   "how_to": [
    "Collect the charge date, amount, transaction ID and any renewal notice (or proof there wasn't one).",
    "Ask AI to draft a short refund request with a 7-day deadline.",
    "If they refuse, dispute through your card issuer or PayPal and include your correspondence.",
    "Cancel auto-renew right away so it doesn't happen again."
   ],
   "prompt": "I was charged $[AMOUNT] by [COMPANY] on [DATE] for a renewal I did not want or authorize (transaction ID [ID]). I [did/did not] receive a renewal reminder and have [not used / barely used] the service since. Draft a firm but polite refund request that states the facts, asks for a full refund to my original payment method (not store credit) within 7 days, and says I'll dispute the charge with my card issuer and file a consumer complaint if needed. Keep it under 150 words. Don't send anything. Give me the draft to review.",
   "caveats": [
    "The FTC's 2024 'click-to-cancel' rule was vacated by a federal appeals court in July 2025. Cancellation rights now depend on older federal rules, state auto-renewal laws and the company's terms.",
    "Card disputes have deadlines (often 60 days from the statement)."
   ],
   "sources": [
    "https://agentusecases.ai/use-case/draft-a-refund-demand-for-an-unauthorized-renewal",
    "https://www.ftc.gov/legal-library/browse/rules/negative-option-rule",
    "https://www.crowell.com/en/insights/client-alerts/clicking-all-the-right-boxes-ftc-moves-to-revive-click-to-cancel-rule-following-eighth-circuit-vacatur"
   ],
   "tags": [
    "auto-renewal",
    "refund",
    "subscription",
    "chargeback"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Many companies refund a recent, unused renewal when asked politely in writing. Some offer partial refunds or credit.",
     "Allow a few business days for a reply."
    ],
    "if_no": [
     "Dispute the charge with your card issuer or PayPal and include your correspondence. Watch the deadline (often 60 days from the statement).",
     "File a complaint with your state attorney general or the FTC (reportfraud.ftc.gov)."
    ]
   },
   "helper": {
    "fields": [
     {
      "id": "company",
      "label": "Company",
      "type": "text",
      "placeholder": "e.g. Skillshare"
     },
     {
      "id": "amount",
      "label": "Amount charged ($)",
      "type": "number",
      "placeholder": "e.g. 168"
     },
     {
      "id": "date",
      "label": "Charge date",
      "type": "date",
      "placeholder": ""
     },
     {
      "id": "txn",
      "label": "Transaction / order ID (optional)",
      "type": "text",
      "placeholder": "e.g. 9X81-22"
     },
     {
      "id": "reminder",
      "label": "Did you get a renewal reminder?",
      "type": "select",
      "placeholder": "",
      "options": [
       "did not",
       "did"
      ]
     },
     {
      "id": "usage",
      "label": "Have you used it since?",
      "type": "select",
      "placeholder": "",
      "options": [
       "have not used",
       "have barely used"
      ]
     }
    ],
    "outputs": [
     {
      "id": "prompt",
      "title": "Your personalized prompt",
      "kind": "prompt",
      "template": "I was charged ${amount} by {company} on {date} for a renewal I didn't want (transaction ID {txn}). I {reminder} receive a renewal reminder and I {usage} the service since. Review the refund email below: make it firm but polite, under 150 words, and asking for a full refund to my original payment method (not store credit) within 7 days. Then tell me what deadlines apply if I need to dispute with my card issuer, and which consumer complaint options exist in my situation. Don't send anything."
     },
     {
      "id": "email",
      "title": "Refund request email",
      "kind": "letter",
      "template": "Subject: Refund request: unwanted renewal charge of ${amount} on {date}\n\nHello,\n\nOn {date}, {company} charged me ${amount} for a subscription renewal I did not want (transaction ID {txn}). I {reminder} receive a renewal reminder, and I {usage} the service since the renewal.\n\nPlease cancel the subscription and refund the full ${amount} to my original payment method (not store credit) within 7 days. If I can't resolve this with you, I'll dispute the charge with my card issuer.\n\nThank you,\n[Your name]\n[Account email]"
     }
    ]
   },
   "result_kind": "saving",
   "url": "https://www.cheaperbyai.com/use-cases/refund-for-unwanted-subscription-renewal/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/refund-for-unwanted-subscription-renewal.json",
   "category_name": "Subscriptions & Refunds",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "subscriptions-refunds",
    "dispute-a-charge"
   ],
   "hubs": [
    "cancel-subscription-get-refund",
    "dispute-credit-card-charge"
   ]
  },
  {
   "slug": "search-state-unclaimed-property",
   "title": "Search every state's unclaimed property database (with an AI assistant's help)",
   "category": "unclaimed-money",
   "featured": true,
   "status": "published",
   "summary": "States hold billions in forgotten deposits, refunds and paychecks. Searching is free on official sites, and AI can help you cover every state you've lived in.",
   "result_headline": "~$400 found, claims filed in 15 min",
   "time_estimate": "10–15 min",
   "time_minutes": 15,
   "difficulty": "Easy",
   "problem": "Old utility deposits, final paychecks, insurance refunds and dormant accounts end up with state treasuries, and most people never check.",
   "how_ai_helps": "An AI assistant can list every state tied to your address history, run name variations, organize the matches and walk you through each state's claim form. Agent tools can do the searching for you.",
   "real_examples": [
    {
     "what_ai_did": "An X user says his AI assistant searched all 50 state unclaimed property databases under his name.",
     "reported_result": "He reports 9 records (including a GEICO refund and an old Chase account), about $400 total, with claims filed in 15 minutes.",
     "source_name": "X post by @NathanielMc",
     "source_url": "https://x.com/NathanielMc/status/2098455038771228775",
     "date": "2026-09-11",
     "verification": "Self-reported; not independently verified"
    },
    {
     "what_ai_did": "An X user says his Grok Bot agent searched California's unclaimed property database and walked him to the claim submission.",
     "reported_result": "He reports $363 found from an old PayPal account.",
     "source_name": "X post by @BitcoinLouie",
     "source_url": "https://x.com/BitcoinLouie/status/2092670412736053516",
     "date": "2026-08-26",
     "verification": "Self-reported; not independently verified"
    },
    {
     "what_ai_did": "North Carolina's State Treasurer ran a 12-week ChatGPT pilot. The unclaimed property division used it to identify businesses likely holding unreported property.",
     "reported_result": "The Treasurer's office said the pilot surfaced millions of dollars in potential unclaimed property.",
     "source_name": "NC Department of State Treasurer",
     "source_url": "https://www.nctreasurer.gov/news/press-releases/2025/06/23/initial-analysis-nc-department-state-treasurer-and-open-ai-better-outcomes-taxpayers",
     "date": "2025-06-23",
     "verification": "Official government press release"
    }
   ],
   "tools": [
    {
     "name": "Unclaimed.org (NAUPA) state directory",
     "url": "https://unclaimed.org/search/",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Official links to every state program"
    },
    {
     "name": "MissingMoney.com",
     "url": "https://www.missingmoney.com/",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Multi-state search endorsed by NAUPA"
    },
    {
     "name": "USAGov: Find unclaimed money",
     "url": "https://www.usa.gov/unclaimed-money",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "TreasuryDirect savings bond claim forms",
     "url": "https://www.treasurydirect.gov/savings-bonds/forms/",
     "cost": "Free",
     "cost_type": "free",
     "notes": "For lost, stolen or destroyed savings bonds"
    }
   ],
   "how_to": [
    "List every state you've lived, worked or banked in, plus maiden or alternate names.",
    "Search MissingMoney.com and each state's official site via unclaimed.org.",
    "Ask AI to make a checklist of matches and the documents each state requires (ID, proof of address).",
    "File claims directly with the state. It's always free."
   ],
   "prompt": "Help me search for unclaimed money. Names I've used: [NAMES]. States and cities I've lived or worked in, with years: [LIST]. 1) Give me the official unclaimed property website for each state (from unclaimed.org), 2) list name variations and old addresses I should try, 3) list other official places to check (federal: retirement plans, pensions, life insurance, FTC refunds), and 4) after I paste my search results, make a checklist of each claim and the documents I'll need. Never suggest paid 'finder' services.",
   "caveats": [
    "Searching and claiming with the state is free. Be wary of 'finders' who charge a percentage, and of texts or emails claiming you have unclaimed money.",
    "TreasuryDirect retired its Treasury Hunt savings-bond search on Sept 30, 2025. For lost, stolen or destroyed bonds, use TreasuryDirect's claim forms.",
    "The X posts are self-reported, and some promote AI products."
   ],
   "sources": [
    "https://unclaimed.org/search/",
    "https://unclaimed.org/can-i-really-search-for-free/",
    "https://www.usa.gov/unclaimed-money",
    "https://www.treasurydirect.gov/savings-bonds/treasury-hunt/",
    "https://x.com/NathanielMc/status/2098455038771228775",
    "https://x.com/BitcoinLouie/status/2092670412736053516",
    "https://www.nctreasurer.gov/news/press-releases/2025/06/23/initial-analysis-nc-department-state-treasurer-and-open-ai-better-outcomes-taxpayers"
   ],
   "tags": [
    "unclaimed property",
    "missing money",
    "state treasury",
    "free"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Claims are free. Small claims can be approved in days or weeks; larger ones may need extra ID or documents.",
     "Search every state you've lived in and every name variation."
    ],
    "if_no": [
     "If a claim is denied, ask the state what document is missing. Most let you resubmit.",
     "Search again every year or so, since new property is reported regularly."
    ]
   },
   "helper": {
    "fields": [
     {
      "id": "names",
      "label": "Names you've used",
      "type": "text",
      "placeholder": "e.g. Jane Smith, Jane A. Smith, Jane Doe (maiden)"
     },
     {
      "id": "places",
      "label": "States and cities you've lived, worked or banked in, with years",
      "type": "textarea",
      "placeholder": "e.g. Austin TX 2012–2016; Chicago IL 2016–now"
     },
     {
      "id": "extras",
      "label": "Old employers or businesses (optional)",
      "type": "text",
      "placeholder": "e.g. Acme Corp (2010–2014)"
     }
    ],
    "outputs": [
     {
      "id": "prompt",
      "title": "Your personalized prompt",
      "kind": "prompt",
      "template": "Help me search for unclaimed money. Names I've used: {names}. Places I've lived, worked or banked, with years: {places}. Old employers/businesses: {extras}. 1) Give me the official unclaimed property website for each state (from unclaimed.org), 2) list name variations and old addresses I should try, 3) list other official places to check (federal: retirement plans via the DOL Retirement Savings Lost and Found, PBGC pensions, NAIC life insurance policy locator, FTC refunds), and 4) after I paste my search results, make a checklist of each claim and the documents I'll need. Only suggest free official sites, never paid 'finder' services."
     }
    ]
   },
   "result_kind": "saving",
   "url": "https://www.cheaperbyai.com/use-cases/search-state-unclaimed-property/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/search-state-unclaimed-property.json",
   "category_name": "Unclaimed Money",
   "cost_level": "free",
   "has_contingency_fee_option": false,
   "goals": [
    "money-owed-to-me"
   ],
   "hubs": [
    "find-unclaimed-money"
   ]
  },
  {
   "slug": "find-lost-retirement-accounts-pensions",
   "title": "Find lost 401(k)s and pensions from old jobs",
   "category": "unclaimed-money",
   "featured": false,
   "status": "published",
   "summary": "Use the Department of Labor's Retirement Savings Lost and Found and PBGC's search to track down retirement money from past employers.",
   "result_headline": null,
   "time_estimate": "20–40 min",
   "time_minutes": 40,
   "difficulty": "Medium",
   "problem": "Job changes leave small 401(k)s and pensions behind, and plans lose track of people who move.",
   "how_ai_helps": "AI can reconstruct your job history into a checklist (employer, years, plan administrator), draft letters to old plan administrators and explain rollover options.",
   "real_examples": [],
   "tools": [
    {
     "name": "DOL Retirement Savings Lost and Found",
     "url": "https://lostandfound.dol.gov/",
     "cost": "Free (Login.gov identity verification required)",
     "cost_type": "free",
     "notes": "Private-sector and union plans; not IRAs or government plans"
    },
    {
     "name": "PBGC unclaimed retirement benefits search",
     "url": "https://www.pbgc.gov/workers-retirees/find-unclaimed-retirement-benefits/search-unclaimed",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "List every employer you've worked for with dates (ask AI to help reconstruct it from your resume or Social Security earnings record).",
    "Search DOL Lost and Found (sign in with Login.gov) and PBGC's database.",
    "For each match, contact the plan administrator. AI can draft the letter.",
    "Consider consolidating into a rollover IRA or your current plan (understand fees first)."
   ],
   "prompt": "Here's my work history: [EMPLOYERS + YEARS]. 1) Make a checklist of possible retirement plans I may have had, 2) tell me how to search DOL's Retirement Savings Lost and Found and PBGC's unclaimed benefits database, 3) draft a short letter to a former employer's HR or plan administrator asking whether I have a vested balance and how to claim it, and 4) explain my options (leave it, roll it to an IRA, roll it to my current plan) and the pros and cons of each.",
   "caveats": [
    "Tool-based entry; no AI-specific success story verified yet.",
    "Never pay someone to 'find' your retirement money. These searches are free."
   ],
   "sources": [
    "https://lostandfound.dol.gov/",
    "https://www.pbgc.gov/workers-retirees/find-unclaimed-retirement-benefits/search-unclaimed"
   ],
   "tags": [
    "401k",
    "pension",
    "retirement",
    "lost and found"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Searches need identity verification (Login.gov). Results may point you to a plan administrator to contact.",
     "Old 401(k)s may have been rolled into an IRA in your name. Ask the former employer who the provider was."
    ],
    "if_no": [
     "Contact the former employer's HR or the plan administrator on an old statement.",
     "For a terminated pension, search the PBGC database."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/find-lost-retirement-accounts-pensions/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/find-lost-retirement-accounts-pensions.json",
   "category_name": "Unclaimed Money",
   "result_kind": null,
   "cost_level": "free",
   "has_contingency_fee_option": false,
   "goals": [
    "money-owed-to-me"
   ],
   "hubs": [
    "find-unclaimed-money"
   ]
  },
  {
   "slug": "find-lost-life-insurance-policy",
   "title": "Find a deceased relative's life insurance policy",
   "category": "unclaimed-money",
   "featured": false,
   "status": "published",
   "summary": "The NAIC Life Insurance Policy Locator is free and asks participating insurers to check for policies. AI can help you organize the paperwork.",
   "result_headline": null,
   "time_estimate": "15–20 min",
   "time_minutes": 20,
   "difficulty": "Easy",
   "problem": "Beneficiaries often don't know a policy exists, so benefits go unclaimed.",
   "how_ai_helps": "AI can help you assemble the information the locator needs, track insurer responses and draft claim letters.",
   "real_examples": [],
   "tools": [
    {
     "name": "NAIC Life Insurance Policy Locator",
     "url": "https://content.naic.org/article/learn_how_use_naic_life_insurance_policy_locator.htm",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Insurers contact eligible beneficiaries directly"
    }
   ],
   "how_to": [
    "Gather the death certificate and the deceased's legal name, SSN, dates of birth and death, and last address.",
    "Submit a request through the NAIC locator.",
    "Also search state unclaimed property sites in the deceased's name.",
    "Use AI to draft claim letters and keep a log of each insurer's response."
   ],
   "prompt": "My [relationship] passed away on [DATE]. Help me look for life insurance and other money they may have left. Give me 1) a checklist of documents to gather, 2) how to use the NAIC Life Insurance Policy Locator, 3) other free official places to search (state unclaimed property, old employers' group life plans, bank accounts), and 4) a template letter to an insurer to start a claim.",
   "caveats": [
    "Tool-based entry.",
    "Responses can take weeks; NAIC says insurers typically respond within 90 business days if they find a match."
   ],
   "sources": [
    "https://content.naic.org/article/learn_how_use_naic_life_insurance_policy_locator.htm",
    "https://content.naic.org/article/naic-life-insurance-tool-helps-connect-consumers-more-10-billion-unclaimed-benefits"
   ],
   "tags": [
    "life insurance",
    "beneficiary",
    "NAIC",
    "unclaimed"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "The NAIC locator usually takes a few weeks, and insurers only contact you if they find a policy and you're the beneficiary.",
     "No contact means no policy was found with the participating companies."
    ],
    "if_no": [
     "Search state unclaimed property sites in the deceased's name.",
     "Check old bank statements and mail for premium payments, and ask past employers about group life insurance."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/find-lost-life-insurance-policy/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/find-lost-life-insurance-policy.json",
   "category_name": "Unclaimed Money",
   "result_kind": null,
   "cost_level": "free",
   "has_contingency_fee_option": false,
   "goals": [
    "money-owed-to-me"
   ],
   "hubs": []
  },
  {
   "slug": "claim-class-action-and-ftc-refunds",
   "title": "Find and safely file class-action settlement and FTC refund claims",
   "category": "unclaimed-money",
   "featured": false,
   "status": "published",
   "summary": "Use AI to check whether you qualify for open settlements and to confirm a claim site is legitimate before you enter any personal data.",
   "result_headline": null,
   "time_estimate": "10–20 min",
   "time_minutes": 20,
   "difficulty": "Easy",
   "problem": "Settlement notices look like spam, and fake claim sites exist. Many eligible people never file.",
   "how_ai_helps": "AI can read settlement eligibility rules, compare them with your purchase history, and run a legitimacy check (official administrator, court case number, FTC listing).",
   "real_examples": [],
   "tools": [
    {
     "name": "FTC Refunds (official)",
     "url": "https://www.ftc.gov/enforcement/refunds",
     "cost": "Free",
     "cost_type": "free",
     "notes": "The FTC never charges fees to get a refund"
    },
    {
     "name": "Top Class Actions",
     "url": "https://topclassactions.com/category/lawsuit-settlements/open-lawsuit-settlements/",
     "cost": "Free (ad-supported)",
     "cost_type": "free",
     "notes": "Not an official site. Verify each settlement with the administrator or court"
    }
   ],
   "how_to": [
    "Browse open settlements and the FTC refund list.",
    "Paste the eligibility section into AI and ask whether you qualify based on your purchases or accounts.",
    "Ask AI how to verify the claim site (case number, administrator, court docket). Only file on the official administrator's site.",
    "Keep your claim ID and watch for payment by check, PayPal or prepaid card."
   ],
   "prompt": "Here's the eligibility text from a settlement notice: [PASTE]. 1) In plain English, who qualifies, what proof is needed, the deadline and the estimated payout? 2) Based on my situation ([describe purchases/accounts/dates]), do I likely qualify? 3) How do I verify this is a real settlement (court, case number, official administrator), and what red flags would suggest a scam?",
   "caveats": [
    "Legitimate settlements and the FTC never charge a fee to claim. Don't give bank login credentials.",
    "Filing a claim you aren't eligible for can be fraud."
   ],
   "sources": [
    "https://www.ftc.gov/enforcement/refunds",
    "https://www.ftc.gov/enforcement/recent-ftc-cases-resulting-refunds/refund-programs-frequently-asked-questions",
    "https://consumer.ftc.gov/consumer-alerts/2019/10/ftc-refunds-real-deal-or-not"
   ],
   "tags": [
    "class action",
    "settlement",
    "FTC refunds",
    "claims"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Settlement payments often take months to arrive after the claim deadline.",
     "The amount usually depends on how many people file."
    ],
    "if_no": [
     "Check the official settlement website for status. Never pay a fee to receive a refund.",
     "If you were told to pay to claim, report it at reportfraud.ftc.gov."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/claim-class-action-and-ftc-refunds/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/claim-class-action-and-ftc-refunds.json",
   "category_name": "Unclaimed Money",
   "result_kind": null,
   "cost_level": "free",
   "has_contingency_fee_option": false,
   "goals": [
    "money-owed-to-me"
   ],
   "hubs": []
  },
  {
   "slug": "negotiate-car-insurance-renewal-with-ai",
   "title": "Negotiate your car insurance renewal with an AI policy summary",
   "category": "insurance",
   "featured": true,
   "status": "published",
   "summary": "Have AI summarize your renewal, suggest legitimate rating changes and benchmark rival quotes, then call your insurer with a script.",
   "result_headline": "Renewal cut by $472 (AUD) in ~30 min",
   "time_estimate": "30–45 min",
   "time_minutes": 45,
   "difficulty": "Easy",
   "problem": "Renewal premiums often rise quietly, and loyal customers pay more.",
   "how_ai_helps": "AI reads the policy PDF, explains what you're paying for, suggests changes that legitimately lower risk or premium (mileage, deductible, garaging) and writes a call script.",
   "real_examples": [
    {
     "what_ai_did": "An Australian driver gave ChatGPT his renewal PDF, updated details (new garage, lower mileage, higher excess) and asked for rival premium benchmarks and a phone script.",
     "reported_result": "He reports AAMI dropped his renewal from $1,744 to $1,273 (AUD), saving $472 in about 30 minutes.",
     "source_name": "LinkedIn post by Scott Davison",
     "source_url": "https://www.linkedin.com/posts/davisonscott_lucky-im-with-ai-this-morning-my-carinsurance-activity-7342768444305567744-omww",
     "date": "2025",
     "verification": "Self-reported; not independently verified"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "The Zebra (US quote comparison)",
     "url": "https://www.thezebra.com/",
     "cost": "Free to compare; earns commissions from insurers",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Download your renewal declarations page and the previous year's for comparison.",
    "Ask AI to summarize coverages, list what changed, and suggest legitimate changes (mileage, deductible, discounts).",
    "Get 2–3 real competitor quotes for the same coverage (AI estimates aren't quotes).",
    "Call your insurer with the script and ask for a re-rate or discounts, or switch."
   ],
   "prompt": "Here's my auto insurance renewal (personal details removed): [PASTE DECLARATIONS]. Last year's premium was $[X]; now it's $[Y]. 1) Summarize my coverages and limits in plain English, 2) explain what likely drove the increase, 3) list discounts and legitimate changes (deductible, mileage, telematics, bundling) with likely tradeoffs, 4) tell me how to get comparable quotes for the same coverage, and 5) write a short call script asking my insurer to re-rate or match a competitor quote.",
   "caveats": [
    "In the comments, a reader noted that much of the drop came from rating changes the driver made (higher excess, lower mileage). Lowering coverage means more out-of-pocket risk.",
    "AI-generated 'rival prices' are estimates. Get real quotes before negotiating.",
    "This example is from Australia; US rules and prices differ."
   ],
   "sources": [
    "https://www.linkedin.com/posts/davisonscott_lucky-im-with-ai-this-morning-my-carinsurance-activity-7342768444305567744-omww",
    "https://www.thezebra.com/about/how-the-zebra-works/"
   ],
   "tags": [
    "car insurance",
    "renewal",
    "negotiation",
    "policy summary"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Insurers often re-rate when your situation changed (mileage, address, drivers) or when you add discounts.",
     "A real competitor quote is the strongest leverage you have."
    ],
    "if_no": [
     "Switch. Most policies refund unused premium when you cancel. Start the new policy before you cancel the old one.",
     "Raising your deductible lowers the premium but increases your out-of-pocket risk. Decide deliberately."
    ]
   },
   "helper": {
    "fields": [
     {
      "id": "insurer",
      "label": "Current insurer",
      "type": "text",
      "placeholder": "e.g. State Farm"
     },
     {
      "id": "old",
      "label": "Last year's premium ($)",
      "type": "number",
      "placeholder": "e.g. 1200"
     },
     {
      "id": "new",
      "label": "Renewal premium ($)",
      "type": "number",
      "placeholder": "e.g. 1480"
     },
     {
      "id": "quote",
      "label": "Best real competitor quote for the same coverage",
      "type": "text",
      "placeholder": "e.g. Progressive: $1,190 for identical limits"
     },
     {
      "id": "changes",
      "label": "Anything that changed (optional)",
      "type": "text",
      "placeholder": "e.g. now work from home, drive ~6,000 mi/yr"
     },
     {
      "id": "years",
      "label": "Years with this insurer",
      "type": "number",
      "placeholder": "e.g. 5"
     }
    ],
    "outputs": [
     {
      "id": "prompt",
      "title": "Your personalized prompt (paste your declarations page at the end)",
      "kind": "prompt",
      "template": "My auto insurance with {insurer} went from ${old} to ${new} at renewal. I've been with them {years} years. Changes in my situation: {changes}. A real competitor quote for the same coverage: {quote}. 1) Summarize my coverages and limits in plain English, 2) explain what likely drove the increase, 3) list discounts and legitimate changes (deductible, mileage, telematics, bundling) with their tradeoffs, and 4) tighten the call script below. Don't make up competitor prices.\n\n[PASTE DECLARATIONS PAGE, PERSONAL DETAILS REMOVED]"
     },
     {
      "id": "script",
      "title": "Call script",
      "kind": "script",
      "template": "\"Hi, I'm calling about my auto renewal. My premium went from ${old} to ${new}, and I've been with {insurer} for {years} years.\"\n\n\"A couple of things have changed: {changes}. Could you re-rate my policy and check every discount I qualify for?\"\n\n\"I also have a quote of {quote} for the same coverage. I'd prefer to stay. Can you get closer to that?\"\n\nTo finish: \"Please email me the updated declarations page before I agree to anything.\""
     }
    ]
   },
   "result_kind": "saving",
   "url": "https://www.cheaperbyai.com/use-cases/negotiate-car-insurance-renewal-with-ai/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/negotiate-car-insurance-renewal-with-ai.json",
   "category_name": "Insurance Shopping",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "insurance"
   ],
   "hubs": [
    "lower-car-insurance"
   ]
  },
  {
   "slug": "compare-insurance-quotes-apples-to-apples",
   "title": "Compare insurance quotes apples-to-apples with AI",
   "category": "insurance",
   "featured": false,
   "status": "published",
   "summary": "Paste multiple quotes into AI to line up coverage limits, deductibles and exclusions so you're comparing equal policies, not just prices.",
   "result_headline": "£100 saved on each of two car policies",
   "time_estimate": "1–2 hrs",
   "time_minutes": 120,
   "difficulty": "Medium",
   "problem": "Cheaper quotes often hide lower limits or bigger deductibles.",
   "how_ai_helps": "AI normalizes quotes into one table, flags coverage gaps and explains which differences matter for you.",
   "real_examples": [
    {
     "what_ai_did": "A UK reader had ChatGPT guide her bill-cutting, including how to compare car insurance quotes.",
     "reported_result": "The Sun reports she saved £100 on each of two car policies, among about £500 in total bill savings.",
     "source_name": "The Sun (UK)",
     "source_url": "https://www.thesun.co.uk/money/34401479/using-ai-to-cut-bills/",
     "date": "2025",
     "verification": "Reported by a newspaper; self-reported savings"
    }
   ],
   "tools": [
    {
     "name": "The Zebra",
     "url": "https://www.thezebra.com/",
     "cost": "Free to compare; earns commissions",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "HealthCare.gov plan comparison",
     "url": "https://www.healthcare.gov/",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Official ACA marketplace"
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Get at least three real quotes with the same requested limits.",
    "Paste the quote summaries (redacted) into AI.",
    "Ask for a side-by-side table and a list of meaningful differences.",
    "Pick based on total cost (premium plus likely deductible) and the insurer's complaint record."
   ],
   "prompt": "Here are [N] insurance quotes for [auto/home/renters] coverage (personal info removed): [PASTE]. Build a side-by-side table of premium, each coverage limit, deductibles, notable exclusions and add-ons. Flag where a quote is cheaper because coverage is lower. Then tell me which is the best value for someone who [describe situation], and what to ask each insurer before buying.",
   "caveats": [
    "Comparison sites earn commissions and may not include every insurer.",
    "Don't let AI pick coverage limits for you without understanding the risk."
   ],
   "sources": [
    "https://www.thesun.co.uk/money/34401479/using-ai-to-cut-bills/",
    "https://www.thezebra.com/about/partners/"
   ],
   "tags": [
    "insurance quotes",
    "comparison",
    "coverage"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Quotes change with small differences in limits and deductibles, so match them exactly.",
     "An independent agent can compare multiple insurers for you at no charge."
    ],
    "if_no": [
     "If your current insurer won't match, switch and make sure the new policy starts before the old one ends.",
     "Re-shop every year at renewal."
    ]
   },
   "result_kind": "saving",
   "url": "https://www.cheaperbyai.com/use-cases/compare-insurance-quotes-apples-to-apples/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/compare-insurance-quotes-apples-to-apples.json",
   "category_name": "Insurance Shopping",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "insurance"
   ],
   "hubs": [
    "lower-car-insurance"
   ]
  },
  {
   "slug": "medicare-plan-comparison-with-ai",
   "title": "Compare Medicare plans with Plan Finder plus an AI summary",
   "category": "insurance",
   "featured": false,
   "status": "published",
   "summary": "Use the official Medicare Plan Finder with your drug list, then have AI summarize the tradeoffs in plain language.",
   "result_headline": null,
   "time_estimate": "1–2 hrs",
   "time_minutes": 120,
   "difficulty": "Medium",
   "problem": "Medicare Advantage, Part D and Medigap choices are confusing, and drug costs vary widely by plan.",
   "how_ai_helps": "AI can turn Plan Finder results into a simple comparison of yearly costs, networks and drug coverage, and generate questions for a free SHIP counselor.",
   "real_examples": [],
   "tools": [
    {
     "name": "Medicare Plan Finder",
     "url": "https://www.medicare.gov/plan-compare/",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Official tool"
    },
    {
     "name": "SHIP counseling (free local help)",
     "url": "https://www.shiphelp.org/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Enter your ZIP code, drugs and pharmacies in Medicare Plan Finder.",
    "Copy the top plans' estimated yearly costs and details.",
    "Ask AI to summarize the tradeoffs and list questions to ask.",
    "Confirm with a free SHIP counselor before enrolling during open enrollment."
   ],
   "prompt": "Here are the top Medicare plans from Plan Finder for my ZIP and drug list: [PASTE]. Make a table comparing total estimated yearly cost (premiums plus drug costs plus likely out-of-pocket), deductibles, out-of-pocket maximums, network type and whether my doctors and pharmacies are covered. Explain the tradeoffs in plain English and list questions I should ask a SHIP counselor.",
   "caveats": [
    "Tool-based entry.",
    "Be careful with unsolicited Medicare sales calls. Use official tools and free SHIP counselors."
   ],
   "sources": [
    "https://www.medicare.gov/plan-compare/",
    "https://www.medicare.gov/basics/get-started-with-medicare/using-medicare/helpful-tools"
   ],
   "tags": [
    "Medicare",
    "Part D",
    "Medicare Advantage",
    "open enrollment"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Plan Finder results depend on your exact drug list and pharmacy.",
     "Open Enrollment runs Oct 15–Dec 7 for most changes."
    ],
    "if_no": [
     "Free SHIP counselors can walk you through the options one-on-one.",
     "If you missed Open Enrollment, ask whether you qualify for a Special Enrollment Period."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/medicare-plan-comparison-with-ai/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/medicare-plan-comparison-with-ai.json",
   "category_name": "Insurance Shopping",
   "result_kind": null,
   "cost_level": "free",
   "has_contingency_fee_option": false,
   "goals": [
    "insurance"
   ],
   "hubs": []
  },
  {
   "slug": "dispute-credit-card-charge-with-ai",
   "title": "Win a credit or debit card dispute with an AI-structured case",
   "category": "disputes-fees",
   "featured": true,
   "status": "published",
   "summary": "Use AI to organize evidence, use the right terms and write a dispute that card issuers can approve quickly.",
   "result_headline": "Dispute approved, money back in 5 days",
   "time_estimate": "20–30 min",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "Disputes get denied when they're vague or missing documents.",
   "how_ai_helps": "AI suggests the right dispute category and phrasing, lists supporting documents and drafts the letter and a phone script.",
   "real_examples": [
    {
     "what_ai_did": "A Charlotte customer prepaid a spa through a financing voucher. The spa closed, and her bank kept denying her dispute for months. ChatGPT suggested key terms, phrasing, supporting materials, possible legal grounds and a phone script.",
     "reported_result": "She told WSOC-TV she received an approval letter five days later and got her money back.",
     "source_name": "WSOC-TV Action 9",
     "source_url": "https://www.wsoctv.com/news/local/amazing-customer-says-ai-helped-her-get-refund/ZEE4ONYVZVFILBLJBBBRUYL5BY/",
     "date": "2026-09-09",
     "verification": "Reported by local TV consumer reporter"
    }
   ],
   "tools": [
    {
     "name": "FTC sample dispute letter",
     "url": "https://consumer.ftc.gov/articles/sample-letter-disputing-credit-and-debit-card-charges",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "CFPB complaint portal",
     "url": "https://www.consumerfinance.gov/complaint/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Try the merchant first and keep records (emails, receipts, screenshots).",
    "Ask AI which dispute reason fits (not received, not as described, canceled, billing error) and what evidence to attach.",
    "Send the dispute in writing to the issuer's billing-inquiries address within 60 days of the statement that showed the error (Fair Credit Billing Act).",
    "If it's wrongly denied, escalate with a CFPB complaint."
   ],
   "prompt": "Help me dispute a charge. Card type: [credit/debit]. Merchant: [NAME]. Amount: $[X] on [DATE]. What happened: [FACTS]. What I've tried with the merchant: [STEPS]. 1) Which dispute reason fits best, and what terms should I use? 2) What evidence should I attach? 3) Draft a concise written dispute for the issuer's billing-inquiries address, mentioning my rights under the Fair Credit Billing Act if it's a credit card. 4) Write a 30-second phone script. 5) If they deny it, how do I escalate?",
   "caveats": [
    "The FCBA covers credit cards. Debit card protections differ and are often weaker.",
    "Don't file false disputes (so-called friendly fraud). Merchants can fight back with evidence."
   ],
   "sources": [
    "https://www.wsoctv.com/news/local/amazing-customer-says-ai-helped-her-get-refund/ZEE4ONYVZVFILBLJBBBRUYL5BY/",
    "https://consumer.ftc.gov/articles/using-credit-cards-and-disputing-charges",
    "https://consumer.ftc.gov/articles/sample-letter-disputing-credit-and-debit-card-charges"
   ],
   "tags": [
    "chargeback",
    "card dispute",
    "Fair Credit Billing Act",
    "refund"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Issuers usually post a temporary credit while they investigate. The process can take up to two billing cycles.",
     "The merchant can respond with their own evidence."
    ],
    "if_no": [
     "Ask the issuer for the documents they relied on, and send a written reconsideration with any new evidence.",
     "File a complaint with the CFPB (consumerfinance.gov/complaint).",
     "For larger amounts, small claims court against the merchant is another option."
    ]
   },
   "helper": {
    "fields": [
     {
      "id": "card",
      "label": "Card type",
      "type": "select",
      "placeholder": "",
      "options": [
       "credit card",
       "debit card"
      ]
     },
     {
      "id": "issuer",
      "label": "Card issuer",
      "type": "text",
      "placeholder": "e.g. Capital One"
     },
     {
      "id": "merchant",
      "label": "Merchant name",
      "type": "text",
      "placeholder": "e.g. ACME Furniture"
     },
     {
      "id": "amount",
      "label": "Amount ($)",
      "type": "number",
      "placeholder": "e.g. 249.99"
     },
     {
      "id": "date",
      "label": "Charge date",
      "type": "date",
      "placeholder": ""
     },
     {
      "id": "facts",
      "label": "What happened",
      "type": "textarea",
      "placeholder": "e.g. Ordered a chair on Aug 2, never delivered; merchant stopped replying on Aug 20"
     }
    ],
    "outputs": [
     {
      "id": "prompt",
      "title": "Your personalized prompt",
      "kind": "prompt",
      "template": "Help me dispute a charge on my {card} from {issuer}. Merchant: {merchant}. Amount: ${amount} on {date}. What happened: {facts}. 1) Which dispute reason fits best (not received, not as described, canceled, billing error, unauthorized) and what wording should I use? 2) What evidence should I attach? 3) Tighten the dispute letter below, keeping it factual. 4) Write a 30-second phone script. 5) If they deny it, how do I escalate? Flag anything that depends on my card type or issuer."
     },
     {
      "id": "letter",
      "title": "Dispute letter (send to the issuer's billing-inquiries address)",
      "kind": "letter",
      "template": "[Your name]\n[Your address]\n[Date]\n\n{issuer}, Billing Inquiries\n[Billing-inquiries address from your statement]\n\nRe: Dispute of charge on account ending [last 4 digits]\n\nI am disputing a charge of ${amount} from {merchant}, posted on {date}.\n\nWhat happened: {facts}\n\nI contacted the merchant before writing and have not been able to resolve this. Copies of my receipts and correspondence are enclosed. Please investigate, remove the charge and any related fees or interest, and send me written confirmation. (If this is a credit card: I'm sending this within 60 days of the statement that showed the charge, under the Fair Credit Billing Act's billing-error procedures.)\n\nSincerely,\n[Your name]\n\nEnclosures: [receipts, emails, screenshots]"
     }
    ]
   },
   "result_kind": "saving",
   "url": "https://www.cheaperbyai.com/use-cases/dispute-credit-card-charge-with-ai/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/dispute-credit-card-charge-with-ai.json",
   "category_name": "Disputes & Fees",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "dispute-a-charge"
   ],
   "hubs": [
    "dispute-credit-card-charge"
   ]
  },
  {
   "slug": "get-bank-fee-waived-ai-script",
   "title": "Get a bank fee waived with a 30-second AI script",
   "category": "disputes-fees",
   "featured": false,
   "status": "published",
   "summary": "Ask AI for a short, friendly goodwill script for overdraft, wire, ATM, late or minimum-balance fees, then call.",
   "result_headline": "$50 fee refunded in under 5 min",
   "time_estimate": "5–10 min",
   "time_minutes": 10,
   "difficulty": "Easy",
   "problem": "People pay one-off fees they could get reversed just by asking.",
   "how_ai_helps": "AI turns your situation (tenure, payment history) into a short, confident script, which helps if asking feels awkward.",
   "real_examples": [
    {
     "what_ai_did": "A writer told ChatGPT how much he'd been charged and how long he'd been a customer, then read its short goodwill script word for word to his bank.",
     "reported_result": "He reports the $50 wire-transfer fee was refunded on the spot, in under five minutes.",
     "source_name": "Motley Fool Money (syndicated on Madam Money)",
     "source_url": "https://www.madammoney.com/how-i-used-chatgpt-to-get-a-50-bank-fee-refunded/",
     "date": "2025-04-19",
     "verification": "First-person article"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Note the fee, date and your history (years as a customer, on-time payments).",
    "Ask AI for a friendly, 3-sentence goodwill script.",
    "Call and ask. If the first rep says no, politely ask for a supervisor.",
    "If fees keep happening, compare no-fee accounts."
   ],
   "prompt": "I was charged a $[AMOUNT] [overdraft/late/wire/ATM/maintenance] fee on [DATE]. I've been a customer for [N] years and [describe history, e.g., this is the first time]. Write a friendly, confident 3–4 sentence phone script asking for a one-time courtesy refund, plus one polite follow-up line if they say no.",
   "caveats": [
    "Goodwill waivers are discretionary and work best occasionally, not every month."
   ],
   "sources": [
    "https://www.madammoney.com/how-i-used-chatgpt-to-get-a-50-bank-fee-refunded/"
   ],
   "tags": [
    "bank fees",
    "overdraft",
    "late fee",
    "goodwill"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "First-time or occasional fees are often refunded on the spot.",
     "Banks can say no. It's a courtesy, not a right."
    ],
    "if_no": [
     "Ask politely for a supervisor, or try again via secure message or chat.",
     "If fees keep happening, set up low-balance alerts or switch to a no-fee account."
    ]
   },
   "helper": {
    "fields": [
     {
      "id": "bank",
      "label": "Bank or card issuer",
      "type": "text",
      "placeholder": "e.g. Chase"
     },
     {
      "id": "fee_type",
      "label": "Type of fee",
      "type": "select",
      "placeholder": "",
      "options": [
       "overdraft",
       "late payment",
       "wire transfer",
       "ATM",
       "monthly maintenance",
       "foreign transaction",
       "returned payment"
      ]
     },
     {
      "id": "amount",
      "label": "Fee amount ($)",
      "type": "number",
      "placeholder": "e.g. 35"
     },
     {
      "id": "date",
      "label": "Date charged",
      "type": "date",
      "placeholder": ""
     },
     {
      "id": "years",
      "label": "Years as a customer",
      "type": "number",
      "placeholder": "e.g. 6"
     },
     {
      "id": "history",
      "label": "Your history (optional)",
      "type": "text",
      "placeholder": "e.g. first fee in years, always pay on time"
     }
    ],
    "outputs": [
     {
      "id": "prompt",
      "title": "Your personalized prompt",
      "kind": "prompt",
      "template": "I was charged a ${amount} {fee_type} fee by {bank} on {date}. I've been a customer for {years} years ({history}). Write a friendly, confident 3–4 sentence phone script asking for a one-time courtesy refund, plus one polite follow-up line if they say no, and one line asking how to avoid this fee in future."
     },
     {
      "id": "script",
      "title": "Call or chat script",
      "kind": "script",
      "template": "\"Hi, I noticed a ${amount} {fee_type} fee on my account from {date}. I've been with {bank} for {years} years, and {history}. Would you be able to refund it as a one-time courtesy?\"\n\nIf they say no: \"I understand it's your policy. Is there someone with authority to approve a one-time courtesy credit? I'd really like to keep banking here.\"\n\nTo finish: \"Thank you. Can you confirm the credit and tell me how to avoid this fee going forward?\""
     }
    ]
   },
   "result_kind": "saving",
   "url": "https://www.cheaperbyai.com/use-cases/get-bank-fee-waived-ai-script/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/get-bank-fee-waived-ai-script.json",
   "category_name": "Disputes & Fees",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "dispute-a-charge"
   ],
   "hubs": [
    "bank-fee-refund"
   ]
  },
  {
   "slug": "appeal-airline-hotel-refund-denial",
   "title": "Appeal an airline or hotel refund denial with an AI-written letter",
   "category": "travel",
   "featured": false,
   "status": "published",
   "summary": "When a 'non-refundable' trip is canceled for a legitimate reason, AI can help write a documented appeal that gets past the first 'no'.",
   "result_headline": "About $2,500 recovered",
   "time_estimate": "30–60 min",
   "time_minutes": 60,
   "difficulty": "Medium",
   "problem": "Front-line agents often refuse refunds by default, even when there's a good reason or a policy exception.",
   "how_ai_helps": "AI researches the booking site, hotel and airline policies, writes a firm letter with documentation, and rewrites it after each refusal.",
   "real_examples": [
    {
     "what_ai_did": "A traveler who had to cancel a trip to Medellín because of a medical emergency asked ChatGPT to advocate for him, with a doctor's note. When the airline refused again, he shared its reply and had ChatGPT write a second letter.",
     "reported_result": "He reports the hotel agreed to a refund after the first letter and the airline reversed within an hour of the second, recovering about $2,500.",
     "source_name": "Economic Times (reporting a Reddit post)",
     "source_url": "https://economictimes.indiatimes.com/news/new-updates/man-uses-chatgpt-to-get-2-lakh-refund-from-airline-and-hotel-after-sudden-trip-cancellation/articleshow/121361861.cms",
     "date": "2025-05-23",
     "verification": "Self-reported; not independently verified"
    }
   ],
   "tools": [
    {
     "name": "US DOT Airline refunds",
     "url": "https://www.transportation.gov/airconsumer/refunds",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Official US refund rules"
    },
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Collect your booking confirmation, the cancellation reason and documentation (such as a doctor's note).",
    "Ask AI to summarize the relevant policies and your legal rights (for example, US DOT refund rules for canceled or significantly changed flights).",
    "Send a concise, documented request. If it's refused, paste the refusal back in and ask for a stronger rebuttal.",
    "Escalate to a DOT complaint or a card dispute if appropriate."
   ],
   "prompt": "I had to cancel my trip because [REASON]. I have [DOCUMENTATION]. Booking details: [airline/hotel/OTA, dates, amounts, fare rules]. They refused a refund saying: \"[PASTE]\". 1) Summarize the relevant policies and any legal rights I have (e.g., US DOT rules if the airline changed or canceled). 2) Draft a polite, firm appeal requesting a refund (or a credit as a fallback), attaching my documentation. 3) List my escalation options if they refuse again.",
   "caveats": [
    "Stick to true facts. Exaggerating a medical issue is dishonest and can backfire.",
    "Results vary widely by carrier and fare type."
   ],
   "sources": [
    "https://economictimes.indiatimes.com/news/new-updates/man-uses-chatgpt-to-get-2-lakh-refund-from-airline-and-hotel-after-sudden-trip-cancellation/articleshow/121361861.cms",
    "https://www.transportation.gov/airconsumer/refunds"
   ],
   "tags": [
    "travel refund",
    "airline",
    "hotel",
    "appeal letter"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "A clear, written request with dates and the policy or rule you're relying on works better than a phone call.",
     "Replies can take days to weeks."
    ],
    "if_no": [
     "For US flights, file a complaint with the US DOT, which forwards it to the airline.",
     "Dispute the charge with your card issuer if you paid for something you didn't receive.",
     "Check whether your credit card's travel protections cover it."
    ]
   },
   "result_kind": "saving",
   "url": "https://www.cheaperbyai.com/use-cases/appeal-airline-hotel-refund-denial/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/appeal-airline-hotel-refund-denial.json",
   "category_name": "Travel Refunds & Fares",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "travel"
   ],
   "hubs": [
    "get-flight-refund"
   ]
  },
  {
   "slug": "claim-eu261-uk261-flight-compensation",
   "title": "Claim EU261/UK261 flight delay compensation yourself, with no claims-company fee",
   "category": "travel",
   "featured": true,
   "status": "published",
   "summary": "Use AI to check whether a delay or missed connection qualifies under EU261 or UK261 and to draft the claim, instead of paying a claims company a cut.",
   "result_headline": "About £520 won",
   "time_estimate": "20–40 min",
   "time_minutes": 40,
   "difficulty": "Medium",
   "problem": "Claims companies take a sizable share, and airlines often reject first claims.",
   "how_ai_helps": "AI identifies which regulation applies, calculates the compensation band by distance, translates airline replies and drafts escalation letters.",
   "real_examples": [
    {
     "what_ai_did": "After a missed connection, a Reddit user's claim was refused. ChatGPT identified that UK261 (post-Brexit) applied, translated the airline's response and helped draft an escalation letter.",
     "reported_result": "The poster reports winning about £520, more than the £300 originally sought.",
     "source_name": "Reddit r/ChatGPT",
     "source_url": "https://www.reddit.com/r/ChatGPT/comments/1h9gwdn/inspired_by_posts_here_i_used_chatgpt_to_make_a/",
     "date": "2024-12",
     "verification": "Self-reported; not independently verified"
    }
   ],
   "tools": [
    {
     "name": "EU passenger rights (official)",
     "url": "https://europa.eu/youreurope/citizens/travel/passenger-rights/air/index_en.htm",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "UK CAA delays guidance",
     "url": "https://www.caa.co.uk/passengers-and-public/your-rights/delays-and-cancellations/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Note the flight numbers, scheduled and actual arrival times, route and the reason the airline gave.",
    "Ask AI whether EU261 or UK261 applies and what compensation band fits the distance.",
    "File directly with the airline using the AI-drafted claim.",
    "If refused, use the airline's ADR scheme or national enforcement body."
   ],
   "prompt": "My flight [FLIGHT NO.] from [ORIGIN] to [DESTINATION] on [DATE] arrived [X] hours late at my final destination because [reason given]. It was [part of one booking / separate bookings] on [airline]. 1) Does EU261 or UK261 apply, and why? 2) What compensation am I entitled to based on distance? 3) Are 'extraordinary circumstances' likely to apply? 4) Draft a claim letter to the airline citing the regulation. 5) What's the escalation route if they refuse? Cite official sources so I can verify.",
   "caveats": [
    "Chatbots sometimes apply the wrong rule. Check against the official EU or UK guidance.",
    "Claims companies charge a share of the payout. Filing yourself is free."
   ],
   "sources": [
    "https://www.reddit.com/r/ChatGPT/comments/1h9gwdn/inspired_by_posts_here_i_used_chatgpt_to_make_a/",
    "https://europa.eu/youreurope/citizens/travel/passenger-rights/air/index_en.htm"
   ],
   "tags": [
    "EU261",
    "UK261",
    "flight delay",
    "compensation"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Airlines may first offer vouchers. You can ask for cash compensation instead.",
     "Expect a response in a few weeks. Some airlines reject first-time claims."
    ],
    "if_no": [
     "Escalate to the national enforcement body or an approved ADR scheme (UK: CAA-approved ADR).",
     "Claims services take a cut of what you get; small claims court is another option."
    ]
   },
   "result_kind": "saving",
   "url": "https://www.cheaperbyai.com/use-cases/claim-eu261-uk261-flight-compensation/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/claim-eu261-uk261-flight-compensation.json",
   "category_name": "Travel Refunds & Fares",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "travel"
   ],
   "hubs": [
    "get-flight-refund"
   ]
  },
  {
   "slug": "track-flight-prices-google-flights",
   "title": "Track airfare with price alerts and Google's price guarantee",
   "category": "travel",
   "featured": false,
   "status": "published",
   "summary": "Set fare alerts in Google Flights and look for the price-guarantee badge on eligible US-departing flights.",
   "result_headline": null,
   "time_estimate": "5 min",
   "time_minutes": 5,
   "difficulty": "Easy",
   "problem": "Fares fluctuate, and it's hard to know when to buy.",
   "how_ai_helps": "Google Flights uses price history and insights to tell you whether a fare is low, typical or high. A chatbot can help you plan flexible-date and nearby-airport searches.",
   "real_examples": [],
   "tools": [
    {
     "name": "Google Flights price tracking",
     "url": "https://support.google.com/travel/answer/6235879",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "Google Flights Price Guarantee",
     "url": "https://support.google.com/travel/answer/9430556",
     "cost": "Free (pilot; eligible bookings only)",
     "cost_type": "free",
     "notes": "Refunds the difference via Google Pay if an eligible fare drops"
    }
   ],
   "how_to": [
    "Search your route and toggle 'Track prices' (or track 'any dates').",
    "Check price insights to see if the current fare is low or high.",
    "Look for the Price Guarantee badge on eligible flights.",
    "Ask a chatbot to suggest nearby airports and date windows to test."
   ],
   "prompt": "I want to fly from [CITY] to [CITY] around [DATES], flexible by [N] days. Suggest nearby airports on both ends, the cheapest days of the week to try, and a step-by-step plan to set up Google Flights price tracking. Don't quote prices. I'll check live fares myself.",
   "caveats": [
    "Tool-based entry. The Price Guarantee is a pilot with eligibility rules."
   ],
   "sources": [
    "https://support.google.com/travel/answer/6235879",
    "https://support.google.com/travel/answer/9430556"
   ],
   "tags": [
    "airfare",
    "price alerts",
    "Google Flights"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Alerts arrive by email when tracked prices change.",
     "Prices can rise as well as fall. Tracking helps you decide, it doesn't guarantee a drop."
    ],
    "if_no": [
     "Try flexible dates, nearby airports or a fare calendar.",
     "If you've already booked, check whether the airline offers a credit when the price drops."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/track-flight-prices-google-flights/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/track-flight-prices-google-flights.json",
   "category_name": "Travel Refunds & Fares",
   "result_kind": null,
   "cost_level": "free",
   "has_contingency_fee_option": false,
   "goals": [
    "travel"
   ],
   "hubs": []
  },
  {
   "slug": "amazon-price-history-alerts",
   "title": "Check price history and set drop alerts before you buy on Amazon",
   "category": "price-tracking",
   "featured": false,
   "status": "published",
   "summary": "Use free price-history trackers to avoid buying at a fake 'sale' price and get alerts when items hit your target.",
   "result_headline": null,
   "time_estimate": "5 min",
   "time_minutes": 5,
   "difficulty": "Easy",
   "problem": "'Deals' are often not deals; prices go up before sales and drop afterward.",
   "how_ai_helps": "Trackers automate watching prices. A chatbot can help you read the chart, set a sensible target and judge whether to wait.",
   "real_examples": [],
   "tools": [
    {
     "name": "camelcamelcamel",
     "url": "https://camelcamelcamel.com/",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Amazon price history and email alerts"
    },
    {
     "name": "Keepa",
     "url": "https://keepa.com/",
     "cost": "Free basic; paid subscription for advanced data",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Paste the product link into camelcamelcamel or Keepa.",
    "Look at the 3–12 month low, average and high prices.",
    "Set an alert at or near the historical low.",
    "Buy when it hits, and check the return window in case it drops again."
   ],
   "prompt": "This product's price history: lowest $[L] on [DATE], average $[A], current $[C], and it usually drops around [EVENTS]. Should I buy now or wait? Suggest a realistic target price for an alert and explain your reasoning in 3 bullets.",
   "caveats": [
    "Tool-based entry.",
    "Only install browser extensions you trust. They can see the pages you browse."
   ],
   "sources": [
    "https://camelcamelcamel.com/",
    "https://www.informedrepricer.com/blog/camelcamelcamel-vs-keepa-which-is-better-for-amazon-price-tracking"
   ],
   "tags": [
    "price tracking",
    "Amazon",
    "price history",
    "alerts"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Price history shows whether a 'deal' is actually low. Alerts may take days or weeks to fire.",
     "Many items cycle between a few price points."
    ],
    "if_no": [
     "Set the alert a bit higher, or watch similar models.",
     "If the price drops right after you buy, check the return window."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/amazon-price-history-alerts/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/amazon-price-history-alerts.json",
   "category_name": "Price Tracking",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "everyday-spending"
   ],
   "hubs": []
  },
  {
   "slug": "request-retailer-price-adjustment",
   "title": "Request a price adjustment after a price drop",
   "category": "price-tracking",
   "featured": false,
   "status": "published",
   "summary": "Some retailers refund the difference if a price drops shortly after you buy. AI can check the policy and draft the request.",
   "result_headline": null,
   "time_estimate": "10–15 min",
   "time_minutes": 15,
   "difficulty": "Easy",
   "problem": "Automatic refund apps like Paribus are gone, so you have to ask yourself.",
   "how_ai_helps": "AI can summarize a retailer's price-adjustment policy (window, exclusions) and write a short request to customer service.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "camelcamelcamel",
     "url": "https://camelcamelcamel.com/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Set a price alert on items you buy (see the price-history entry).",
    "When the price drops, find the retailer's price-adjustment policy.",
    "Ask AI to confirm you're within the window and draft the request.",
    "If they won't adjust, consider returning and repurchasing (within the return policy)."
   ],
   "prompt": "I bought [ITEM] from [RETAILER] on [DATE] for $[X]. It's now $[Y]. Here's the retailer's price-adjustment/return policy: [PASTE]. Am I eligible? If yes, draft a short chat message or email requesting the difference. If not, tell me whether a return and repurchase is allowed under the policy.",
   "caveats": [
    "No verified AI example yet.",
    "Paribus (the old automatic refund service) now redirects to Capital One Shopping. Avoid apps claiming to be 'Paribus'."
   ],
   "sources": [
    "https://aliraza.co/the-paribus-review/"
   ],
   "tags": [
    "price adjustment",
    "price drop",
    "refund"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Policies vary a lot. Many retailers have dropped price adjustments or limit them to a short window.",
     "Have the receipt and a screenshot of the lower price ready."
    ],
    "if_no": [
     "If the item is within the return window, return it and rebuy at the lower price, where allowed.",
     "Check whether your credit card offers price protection."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/request-retailer-price-adjustment/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/request-retailer-price-adjustment.json",
   "category_name": "Price Tracking",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "everyday-spending"
   ],
   "hubs": []
  },
  {
   "slug": "appeal-property-tax-assessment-with-ai",
   "title": "Appeal your property tax assessment with AI-picked comparables",
   "category": "taxes-benefits",
   "featured": true,
   "status": "published",
   "summary": "Feed your assessment worksheet and comparable sales list to AI to find the strongest arguments, then file the written appeal yourself.",
   "result_headline": "Property tax $362.50 lower",
   "time_estimate": "2–4 hrs",
   "time_minutes": 240,
   "difficulty": "Involved",
   "problem": "Assessments can overstate your home's value, and most homeowners never appeal.",
   "how_ai_helps": "AI compares your property record with recent nearby sales, spots aggressive adjustments (quality factors, features), estimates a realistic target and writes the appeal text.",
   "real_examples": [
    {
     "what_ai_did": "A Maryland homeowner requested his Residential Worksheet and the Comparable Sales List, had ChatGPT analyze them, and pasted its suggested appeal text (with 3–5 comps) into the state's online form, taking about 15 minutes.",
     "reported_result": "He reports the county cut the structure value by $25,000, lowering his property taxes by $362.50. He called it modest and filed a second appeal.",
     "source_name": "Wallet Hacks (Jim Wang)",
     "source_url": "https://wallethacks.com/how-i-used-chatgpt-to-contest-my-property-taxes/",
     "date": "2026-03-30",
     "verification": "First-person article"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Ownwell",
     "url": "https://www.ownwell.com/appeals",
     "cost": "Contingency: 25% (Texas) to 35% (e.g., GA, CA, FL, NY, PA) of first-year savings; nothing if no savings",
     "cost_type": "contingency",
     "notes": "",
     "price": "25–35% of first-year savings"
    }
   ],
   "how_to": [
    "Find your assessment notice and appeal deadline (often 30–60 days).",
    "Request your property record card or worksheet and the comparable sales used.",
    "Ask AI to compare them, flag errors (square footage, features, condition) and pick the best 3–5 comps.",
    "File the written appeal with AI-drafted text and a one-page exhibit. Escalate to the appeals board if the first result is small."
   ],
   "prompt": "I'm appealing my property tax assessment. Here's my property record/worksheet: [PASTE] and recent comparable sales: [PASTE]. 1) Identify factual errors in my record, 2) pick the 3–5 strongest comparables and explain why, 3) compute price per square foot for my home vs. the comps, 4) suggest a conservative and an aggressive requested value, and 5) draft a concise written appeal (under 300 words) for [COUNTY/STATE]'s process. Flag anything I should verify.",
   "caveats": [
    "Deadlines are strict and vary by county.",
    "Contingency services take 25%–35% of first-year savings. DIY is free.",
    "Appeals can occasionally raise an assessment in some jurisdictions. Check your local rules."
   ],
   "sources": [
    "https://wallethacks.com/how-i-used-chatgpt-to-contest-my-property-taxes/",
    "https://www.ownwell.com/help/article/8807177604379-how-much-do-you-charge"
   ],
   "tags": [
    "property tax",
    "assessment appeal",
    "comparables",
    "homeowner"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Many appeals are settled informally before a hearing. Bring your comparable sales.",
     "Results range from no change to a reduced value. Small wins still repeat every year until the next reassessment."
    ],
    "if_no": [
     "Escalate to the next level (appeals board or state tax tribunal) before the deadline.",
     "Check your eligibility for homestead or senior exemptions, which are separate from appeals."
    ]
   },
   "helper": {
    "fields": [
     {
      "id": "county",
      "label": "County and state",
      "type": "text",
      "placeholder": "e.g. Travis County, TX"
     },
     {
      "id": "assessed",
      "label": "Assessed (market) value ($)",
      "type": "number",
      "placeholder": "e.g. 410000"
     },
     {
      "id": "believe",
      "label": "Value you believe is fair ($)",
      "type": "number",
      "placeholder": "e.g. 375000"
     },
     {
      "id": "deadline",
      "label": "Appeal deadline",
      "type": "date",
      "placeholder": ""
     },
     {
      "id": "errors",
      "label": "Errors in your property record (if any)",
      "type": "textarea",
      "placeholder": "e.g. Lists 2,300 sq ft; actual is 2,050. Lists a pool; there isn't one."
     },
     {
      "id": "comps",
      "label": "Comparable sales (address, date, price, sq ft)",
      "type": "textarea",
      "placeholder": "one per line"
     }
    ],
    "outputs": [
     {
      "id": "prompt",
      "title": "Your personalized prompt",
      "kind": "prompt",
      "template": "I'm appealing my property tax assessment in {county}. Assessed value: ${assessed}. I believe a fair value is about ${believe}. Deadline: {deadline}. Errors in my record: {errors}. Comparable sales: {comps}. 1) Check my reasoning and any factual errors, 2) pick the 3–5 strongest comparables and explain why, 3) compute price per square foot for my home vs. the comps, 4) suggest a conservative and an aggressive requested value, and 5) tighten the appeal letter below (under 300 words) for {county}'s process. Flag anything I should verify, and tell me if my county's rules allow the assessment to go up on appeal."
     },
     {
      "id": "letter",
      "title": "Written appeal (starting draft)",
      "kind": "letter",
      "template": "[Your name]\n[Property address / parcel ID]\n[Date]\n\n{county} Appraisal District / Board of Review\n\nRe: Appeal of assessed value for [parcel ID]\n\nI'm appealing the assessed value of ${assessed} for the property above, and I request a value of ${believe}.\n\n1. Errors in the property record: {errors}\n\n2. Comparable sales:\n{comps}\n\nBased on these errors and comparable sales, the assessed value is higher than the property's market value. A one-page exhibit is enclosed.\n\nI'm filing before the {deadline} deadline. Please confirm receipt and let me know the hearing date if one is scheduled.\n\nSincerely,\n[Your name]"
     }
    ]
   },
   "result_kind": "saving",
   "url": "https://www.cheaperbyai.com/use-cases/appeal-property-tax-assessment-with-ai/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/appeal-property-tax-assessment-with-ai.json",
   "category_name": "Taxes & Benefits",
   "cost_level": "freemium",
   "has_contingency_fee_option": true,
   "goals": [
    "taxes-benefits"
   ],
   "hubs": [
    "appeal-property-tax"
   ]
  },
  {
   "slug": "double-check-tax-return-missed-deductions",
   "title": "Double-check your tax return for missed deductions and credits",
   "category": "taxes-benefits",
   "featured": false,
   "status": "published",
   "summary": "Use AI as a second pair of eyes to spot missed credits and math errors, and use two AIs plus a professional for anything big.",
   "result_headline": "Errors caught before filing (no $ figure)",
   "time_estimate": "30–60 min",
   "time_minutes": 60,
   "difficulty": "Medium",
   "problem": "People miss credits (education, child care, saver's credit) and deductions, or make errors that cost money.",
   "how_ai_helps": "AI can quiz you about life events, list credits you might qualify for, and cross-check a draft return for inconsistencies.",
   "real_examples": [
    {
     "what_ai_did": "A Reddit user reconstructing several years of tax records used ChatGPT and Claude to cross-check each other, then had a CPA review and file.",
     "reported_result": "The poster reports the cross-check caught substantive errors. No dollar figure was given.",
     "source_name": "Reddit r/StrategicProductivity",
     "source_url": "https://www.reddit.com/r/StrategicProductivity/comments/1wthboj/more_reflections_claude_and_chatgpt_to_crosscheck/",
     "date": "2026",
     "verification": "Self-reported; not independently verified"
    },
    {
     "what_ai_did": "A r/tax thread warns that ChatGPT gave wrong tax answers, a reminder to verify.",
     "reported_result": "Cautionary, with no savings claimed.",
     "source_name": "Reddit r/tax",
     "source_url": "https://www.reddit.com/r/tax/comments/1r30mmv/do_not_trust_chatgpt_on_taxes/",
     "date": "2026",
     "verification": "Cautionary community thread"
    }
   ],
   "tools": [
    {
     "name": "IRS Free File",
     "url": "https://www.irs.gov/filing/free-file-do-your-federal-taxes-for-free",
     "cost": "Free guided software if AGI ≤ $89,000 (2025 tax year); Fillable Forms free at any income",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "IRS Interactive Tax Assistant",
     "url": "https://www.irs.gov/help/ita",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Official eligibility Q&A"
    },
    {
     "name": "VITA/TCE free tax help",
     "url": "https://www.irs.gov/individuals/free-tax-return-preparation-for-qualifying-taxpayers",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "List your life events for the year (new child, school, move, job change, retirement savings, medical costs).",
    "Ask AI which credits and deductions to check, then confirm each with the IRS Interactive Tax Assistant.",
    "Have AI review your draft return totals for inconsistencies (with SSNs removed).",
    "For missed items on past returns, file Form 1040-X (generally within 3 years) and get a professional to review larger amounts."
   ],
   "prompt": "Act as a careful tax-prep reviewer (not a substitute for a professional). My situation for tax year [YEAR]: filing status [X], income sources [W-2/1099/etc.], dependents [ages], life events [LIST], approximate AGI $[X], state [STATE]. 1) List federal and state credits and deductions I should check, with the official IRS page for each, 2) list the documents I need, 3) after I paste my draft return summary, flag anything inconsistent or missing. Say clearly when you're uncertain.",
   "caveats": [
    "AI gets tax rules wrong sometimes, and rules change yearly. Verify on IRS.gov.",
    "IRS Direct File is closed and wasn't available for the 2026 filing season.",
    "Never paste your SSN or full documents into a chatbot."
   ],
   "sources": [
    "https://www.reddit.com/r/StrategicProductivity/comments/1wthboj/more_reflections_claude_and_chatgpt_to_crosscheck/",
    "https://www.irs.gov/newsroom/use-irs-free-file-to-conveniently-file-your-return-at-no-cost",
    "https://apnews.com/article/irs-direct-file-not-available-2026-04f2d0c31bec80b55d122a0e76e08c36",
    "https://www.kiplinger.com/taxes/can-ai-help-you-find-a-bigger-tax-refund"
   ],
   "tags": [
    "taxes",
    "deductions",
    "credits",
    "1040-X",
    "free file"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "AI can point out things to check, but tax rules are specific. Verify each suggestion with IRS guidance.",
     "Free VITA/TCE volunteers can review your return if you qualify."
    ],
    "if_no": [
     "If you find a mistake after filing, you can usually file an amended return (Form 1040-X).",
     "Use the IRS Interactive Tax Assistant for specific questions."
    ]
   },
   "result_kind": "outcome",
   "url": "https://www.cheaperbyai.com/use-cases/double-check-tax-return-missed-deductions/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/double-check-tax-return-missed-deductions.json",
   "category_name": "Taxes & Benefits",
   "cost_level": "free",
   "has_contingency_fee_option": false,
   "goals": [
    "taxes-benefits"
   ],
   "hubs": []
  },
  {
   "slug": "find-government-benefits-you-qualify-for",
   "title": "Find government benefits and assistance you qualify for",
   "category": "taxes-benefits",
   "featured": false,
   "status": "published",
   "summary": "Run USA.gov's Benefit Finder and use AI to explain eligibility and paperwork in plain language.",
   "result_headline": null,
   "time_estimate": "15–30 min",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "Eligible households miss out on benefits (food, energy, health, child care) because programs are confusing.",
   "how_ai_helps": "AI can translate eligibility rules, list documents to gather and help you prepare for applications.",
   "real_examples": [],
   "tools": [
    {
     "name": "USA.gov Benefit Finder",
     "url": "https://www.usa.gov/benefit-finder",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Replaced Benefits.gov"
    },
    {
     "name": "LIHEAP energy assistance",
     "url": "https://www.acf.hhs.gov/ocs/low-income-home-energy-assistance-program-liheap",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Answer the questions in USA.gov's Benefit Finder.",
    "Paste the program descriptions into AI and ask for a plain-English summary of eligibility.",
    "Ask AI for a document checklist for each application.",
    "Apply only through official .gov sites or your local agency."
   ],
   "prompt": "Here are benefit programs USA.gov's Benefit Finder suggested for me: [PASTE]. My household: [size, income, state, ages, situation]. For each program: do I likely qualify, what does it provide, what documents do I need, and what's the official place to apply? Flag any program where I should talk to a local agency first.",
   "caveats": [
    "Tool-based entry.",
    "Scammers impersonate benefit programs. Real agencies never charge application fees."
   ],
   "sources": [
    "https://www.usa.gov/benefit-finder",
    "https://www.usa.gov/blog/2024/10/creating-the-new-benefits-experience-on-usa-gov-and-usagov-en-espanol"
   ],
   "tags": [
    "benefits",
    "assistance",
    "eligibility",
    "USA.gov"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Benefit Finder points you to programs. Applications are separate and eligibility is decided by each agency.",
     "Approvals can take weeks."
    ],
    "if_no": [
     "Ask for the reason in writing and how to appeal. Most programs have an appeal process.",
     "Local 211 services can help with applications."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/find-government-benefits-you-qualify-for/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/find-government-benefits-you-qualify-for.json",
   "category_name": "Taxes & Benefits",
   "result_kind": null,
   "cost_level": "free",
   "has_contingency_fee_option": false,
   "goals": [
    "taxes-benefits"
   ],
   "hubs": [
    "rent-increase"
   ]
  },
  {
   "slug": "compare-electricity-plans-with-ai",
   "title": "Pick a cheaper electricity plan using your real usage data",
   "category": "home-everyday",
   "featured": false,
   "status": "published",
   "summary": "In deregulated markets like Texas, feed your smart-meter usage and the plans' fact labels (EFLs) to AI to estimate true yearly cost.",
   "result_headline": null,
   "time_estimate": "30–45 min",
   "time_minutes": 45,
   "difficulty": "Medium",
   "problem": "Headline per-kWh rates hide bill credits, tiers and base charges that change what you actually pay.",
   "how_ai_helps": "AI can apply each plan's pricing to your actual monthly usage and rank plans by total yearly cost.",
   "real_examples": [],
   "tools": [
    {
     "name": "Power to Choose (official Texas PUC site)",
     "url": "https://www.powertochoose.org/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "Smart Meter Texas (usage data)",
     "url": "https://www.smartmetertexas.com/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "Clear Energy Facts ChatGPT plugin",
     "url": "https://clearenergyfacts.com/en/tools/chatgpt-plugin",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Supplies plan/EFL data to ChatGPT; informational only"
    }
   ],
   "how_to": [
    "Download 12 months of usage from your smart-meter portal or past bills.",
    "Shortlist 3–5 plans and download their EFLs.",
    "Ask AI to calculate the yearly cost of each plan using your monthly usage.",
    "Check contract length, early-termination fees and renewal terms before switching."
   ],
   "prompt": "Here's my monthly electricity usage for the last 12 months in kWh: [LIST]. Here are the Electricity Facts Labels for [N] plans: [PASTE]. For each plan, calculate the estimated bill for each month (including base charges, tiers and bill credits) and the 12-month total. Rank them, and point out any plan that's only cheap within a narrow usage band. List contract and fee details I should double-check.",
   "caveats": [
    "Tool-based entry. Users on r/TexasEnergyShopping discuss AI comparisons, but we haven't verified specific savings figures.",
    "Plan prices change daily. Verify the current EFL before enrolling."
   ],
   "sources": [
    "https://www.reddit.com/r/TexasEnergyShopping/comments/1vvf566/new_chatgpt_plugin_for_comparing_texas/",
    "https://clearenergyfacts.com/en/tools/chatgpt-plugin",
    "https://www.texaspowercost.com/guides/can-chatgpt-find-cheapest-electricity-texas.php"
   ],
   "tags": [
    "electricity",
    "energy plan",
    "Texas",
    "utility bill"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Plan rates depend on how much you use, so use your actual monthly usage when comparing.",
     "Watch for minimum-usage charges and teaser rates."
    ],
    "if_no": [
     "If you're under contract, check the early-termination fee against the savings.",
     "Set a reminder before your contract ends so you don't roll onto an expensive variable rate."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/compare-electricity-plans-with-ai/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/compare-electricity-plans-with-ai.json",
   "category_name": "Home & Everyday Spending",
   "result_kind": null,
   "cost_level": "free",
   "has_contingency_fee_option": false,
   "goals": [
    "everyday-spending"
   ],
   "hubs": [
    "lower-electric-bill"
   ]
  },
  {
   "slug": "ai-meal-plan-cut-grocery-bill",
   "title": "Cut your grocery bill with an AI meal plan built around your pantry",
   "category": "home-everyday",
   "featured": false,
   "status": "published",
   "summary": "Ask AI for a weekly budget meal plan and shopping list that uses what you already have.",
   "result_headline": "£173 saved on one grocery shop",
   "time_estimate": "20–30 min a week",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "Unplanned shopping and food waste inflate grocery bills.",
   "how_ai_helps": "AI generates cheap meal plans that fit your tastes, finds recipes for leftovers and builds a consolidated shopping list.",
   "real_examples": [
    {
     "what_ai_did": "A UK personal-finance journalist let ChatGPT plan her meals for 30 days, including recipes to use up pantry items.",
     "reported_result": "She reports spending £187 instead of her usual £360, saving £173. She noted some savings came from simply ditching pricey 'superfoods'.",
     "source_name": "lovemoney",
     "source_url": "https://www.lovemoney.com/news/265108/cheap-food-costs-save-ai-plan-meals",
     "date": "2025-05-28",
     "verification": "First-person article"
    },
    {
     "what_ai_did": "A BBC Food writer tested an AI meal plan for a five-day shop for two.",
     "reported_result": "The BBC reports the shop fell to about £35 (from £50–£70), though the writer found meals less satisfying and needed extra ingredients.",
     "source_name": "BBC Food",
     "source_url": "https://www.bbc.co.uk/food/articles/ai_meal_plan",
     "date": "2025",
     "verification": "First-person article"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Grok",
     "url": "https://grok.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "List what's in your pantry and fridge, your budget, household size and dietary needs.",
    "Ask AI for a 7-day plan that reuses ingredients across meals.",
    "Have it consolidate the shopping list by store section.",
    "Compare against store flyers and adjust for sales."
   ],
   "prompt": "Create a 7-day budget meal plan for [N] people with a total grocery budget of $[X]. We already have: [PANTRY ITEMS]. Dietary needs: [LIST]. We like [FOODS] and dislike [FOODS]. Reuse ingredients across meals to cut waste, keep weeknight dinners under 30 minutes, and include leftovers for lunches. Then give me one consolidated shopping list grouped by store section with estimated quantities.",
   "caveats": [
    "AI price estimates are rough, so check store prices.",
    "If you have medical dietary needs, get professional advice."
   ],
   "sources": [
    "https://www.lovemoney.com/news/265108/cheap-food-costs-save-ai-plan-meals",
    "https://www.bbc.co.uk/food/articles/ai_meal_plan",
    "https://www.abc.net.au/news/2025-05-30/using-artificial-intelligence-to-plan-meals-save-grocery-money/105302996"
   ],
   "tags": [
    "groceries",
    "meal plan",
    "budget",
    "food waste"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Savings come mostly from planning, using leftovers and buying fewer impulse items.",
     "AI price estimates are rough. Check your store's actual prices."
    ],
    "if_no": [
     "Start smaller: plan 3 dinners, not a whole week.",
     "Use store apps for weekly deals and build the plan around them."
    ]
   },
   "result_kind": "saving",
   "url": "https://www.cheaperbyai.com/use-cases/ai-meal-plan-cut-grocery-bill/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/ai-meal-plan-cut-grocery-bill.json",
   "category_name": "Home & Everyday Spending",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "everyday-spending"
   ],
   "hubs": []
  },
  {
   "slug": "negotiate-car-purchase-with-ai",
   "title": "Negotiate a car purchase by email with AI help",
   "category": "home-everyday",
   "featured": true,
   "status": "published",
   "summary": "Use AI to research local prices and incentives, compare out-the-door quotes and play dealers against each other, all in writing.",
   "result_headline": "$4,200 dealer discount",
   "time_estimate": "2–5 hrs over a few days",
   "time_minutes": 300,
   "difficulty": "Involved",
   "problem": "Dealers profit from add-ons, financing markups and pressure tactics.",
   "how_ai_helps": "AI checks incentives and comparable listings, drafts emails asking for out-the-door prices, flags junk add-ons and keeps you focused on one number.",
   "real_examples": [
    {
     "what_ai_did": "A buyer used an open-source AI agent (Clawdbot, now OpenClaw) with email access to research local prices on Reddit, contact three dealers for out-the-door quotes, and forward competing quotes between them, while the buyer approved anything consequential.",
     "reported_result": "He reports a $4,200 dealer discount on a 2026 Hyundai Palisade, landing below his target. The agent also emailed the wrong thread once.",
     "source_name": "AJ Stuyvenberg (personal blog)",
     "source_url": "https://aaronstuyvenberg.com/posts/clawd-bought-a-car",
     "date": "2026-01-24",
     "verification": "First-person blog"
    },
    {
     "what_ai_did": "A parent shared a ChatGPT prompt that checked factory incentives, compared the VIN with nearby listings, warned about add-ons and kept trade-in and financing separate until the out-the-door price was set.",
     "reported_result": "The poster says it helped his daughter save over $3,000.",
     "source_name": "Reddit r/ChatGPT",
     "source_url": "https://www.reddit.com/r/ChatGPT/comments/1lo1n36/yesterday_chatgpt_helped_my_daughter_save_over/",
     "date": "2025-06",
     "verification": "Self-reported; not independently verified"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Decide the exact model and trim, and ask AI to research current incentives and typical local prices (then verify them).",
    "Email several dealers for a written out-the-door price on specific VINs.",
    "Use AI to compare quotes line by line and draft 'can you beat this?' replies.",
    "Negotiate trade-in and financing separately, only after the price is locked."
   ],
   "prompt": "I'm buying a [YEAR MAKE MODEL TRIM] near [ZIP]. 1) What current manufacturer incentives should I check, and where? 2) Draft a short email asking dealers for a written out-the-door price on stock #/VIN [X], itemized (price, fees, taxes, add-ons), with no trade-in or financing discussion yet. 3) When I paste quotes, compare them line by line, flag junk add-ons (nitrogen, paint protection, VIN etching, etc.) and draft a reply asking the others to beat the best one. 4) List the pressure tactics to expect in the finance office and how to decline.",
   "caveats": [
    "Giving an agent email access is a real privacy risk. Keep a human approving every send.",
    "Verify incentives with the manufacturer; AI may be out of date."
   ],
   "sources": [
    "https://aaronstuyvenberg.com/posts/clawd-bought-a-car",
    "https://www.reddit.com/r/ChatGPT/comments/1lo1n36/yesterday_chatgpt_helped_my_daughter_save_over/"
   ],
   "tags": [
    "car buying",
    "dealer negotiation",
    "out-the-door price",
    "AI agent"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Negotiating out-the-door price by email with several dealers takes days.",
     "Dealers may push add-ons or financing. Negotiate those separately."
    ],
    "if_no": [
     "Widen the search radius or wait for month-end and model-year changes.",
     "Get outside financing pre-approval so the dealer can't make it up on the loan."
    ]
   },
   "result_kind": "saving",
   "url": "https://www.cheaperbyai.com/use-cases/negotiate-car-purchase-with-ai/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/negotiate-car-purchase-with-ai.json",
   "category_name": "Home & Everyday Spending",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "everyday-spending"
   ],
   "hubs": []
  },
  {
   "slug": "spot-money-saving-scams-and-overhyped-ai",
   "title": "Spot refund scams and overhyped 'AI money' claims",
   "category": "safety",
   "featured": false,
   "status": "published",
   "summary": "Before you hand over data or fees, run a quick legitimacy check. Fake refund offers, paid 'finders' and overhyped AI tools are common.",
   "result_headline": "FTC ordered an 'AI lawyer' app to pay $193,000",
   "time_estimate": "10 min",
   "time_minutes": 10,
   "difficulty": "Easy",
   "problem": "Money-recovery scams target the same people trying to save money, and some AI products overstate what they can do.",
   "how_ai_helps": "AI can check an offer against known red flags and help you find the official source. Never let it take you to a payment page.",
   "real_examples": [
    {
     "what_ai_did": "The FTC finalized an order against DoNotPay, which marketed itself as 'the world's first robot lawyer'.",
     "reported_result": "The FTC required it to pay $193,000, notify past subscribers and stop making unsupported claims that its AI performs like a human lawyer.",
     "source_name": "Federal Trade Commission",
     "source_url": "https://www.ftc.gov/news-events/news/press-releases/2025/02/ftc-finalizes-order-donotpay-prohibits-deceptive-ai-lawyer-claims-imposes-monetary-relief-requires",
     "date": "2025-02-11",
     "verification": "Official regulator press release"
    }
   ],
   "tools": [
    {
     "name": "FTC: Report fraud",
     "url": "https://reportfraud.ftc.gov/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "FTC refund program FAQ",
     "url": "https://www.ftc.gov/enforcement/recent-ftc-cases-resulting-refunds/refund-programs-frequently-asked-questions",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Treat any unsolicited 'you're owed money' message as suspect.",
    "Look up the program yourself on an official .gov site or the court-appointed administrator's site.",
    "Never pay a fee, buy gift cards or give remote access to receive a refund.",
    "Ask AI to list red flags in the message, then report scams to the FTC."
   ],
   "prompt": "I received this message about money I'm supposedly owed: \"[PASTE MESSAGE]\". Don't click anything. 1) List the scam red flags you see, 2) tell me how to independently verify it through official sources (which .gov site or administrator), and 3) tell me what to do if I already shared information or paid.",
   "caveats": [
    "Legitimate unclaimed property, FTC and class-action claims are free to file."
   ],
   "sources": [
    "https://www.ftc.gov/news-events/news/press-releases/2025/02/ftc-finalizes-order-donotpay-prohibits-deceptive-ai-lawyer-claims-imposes-monetary-relief-requires",
    "https://consumer.ftc.gov/consumer-alerts/2019/10/ftc-refunds-real-deal-or-not",
    "https://unclaimed.org/can-i-really-search-for-free/"
   ],
   "tags": [
    "scams",
    "refund scam",
    "FTC",
    "AI hype"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Real refunds and unclaimed money are free to claim. Government agencies don't ask for gift cards or fees.",
     "Bold AI claims ('works like a lawyer') deserve skepticism."
    ],
    "if_no": [
     "If you paid a scammer, contact your bank or card issuer right away and report it at reportfraud.ftc.gov.",
     "Save the messages and receipts as evidence."
    ]
   },
   "result_kind": "caution",
   "url": "https://www.cheaperbyai.com/use-cases/spot-money-saving-scams-and-overhyped-ai/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/spot-money-saving-scams-and-overhyped-ai.json",
   "category_name": "Scam & Safety Checks",
   "cost_level": "free",
   "has_contingency_fee_option": false,
   "goals": [],
   "hubs": []
  },
  {
   "slug": "negotiate-rent-renewal-with-ai",
   "title": "Push back on a rent increase or renewal with an AI-drafted letter",
   "category": "bill-negotiation",
   "featured": false,
   "status": "published",
   "summary": "Turn your payment history, local rents and unresolved repairs into a calm, specific counteroffer before you sign a lease renewal.",
   "result_headline": "Long-ignored repairs fixed after an AI-drafted letter",
   "time_estimate": "30–60 min",
   "time_minutes": 60,
   "difficulty": "Medium",
   "problem": "Renewal notices often arrive with a take-it-or-leave-it increase, and most tenants either sign or move without asking for anything.",
   "how_ai_helps": "A chatbot can organize your leverage (on-time payments, comparable listings, open repair requests, willingness to sign longer), draft a polite counteroffer and prepare a written confirmation once you agree.",
   "real_examples": [
    {
     "what_ai_did": "A New York tenant received a 0.4% rent-increase notice (from $1,389 to $1,395) after her building's washer and dryer had been broken for over two years. She asked ChatGPT to act like a housing lawyer and draft an email objecting to the increase; it cited New York rent stabilization rules and argued the increase looked retaliatory.",
     "reported_result": "She says the landlord fixed both laundry machines that month, although she never received an official written reply.",
     "source_name": "New York Post (reporting via SWNS)",
     "source_url": "https://nypost.com/2023/04/17/i-used-chatgpt-to-threaten-my-landlord-out-of-an-unfair-rent-hike/",
     "date": "2023-04-17",
     "verification": "Tenant's account reported by a news outlet; not independently verified"
    },
    {
     "what_ai_did": "The writer gave ChatGPT the current and proposed rent, local average rents, their on-time payment history and unfixed repairs, and asked it to draft a polite but firm email asking for the rent to stay the same.",
     "reported_result": "They say they reduced their rent increase by 50% the previous year using a very similar approach.",
     "source_name": "AI Hacks for Everyday Life (Substack)",
     "source_url": "https://aihacksforeverydaylife.substack.com/p/smart-negotiation-how-we-prevented",
     "date": "2025-02-03",
     "verification": "Self-reported by the newsletter's author; not independently verified"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "HUD: Tenant rights by state",
     "url": "https://www.hud.gov/topics/rental_assistance/tenantrights",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Links to state tenant-rights resources"
    }
   ],
   "how_to": [
    "Collect 3–5 comparable listings near you (same size and amenities) and note their asking rents and dates.",
    "List your leverage: years as a tenant, on-time payments, repairs you're still waiting on and whether you'd sign a longer lease.",
    "Check your local rules. Some cities and states cap increases or regulate rent-stabilized units, so look up your city or state housing agency.",
    "Ask the AI for a short counteroffer with two options (for example, a smaller increase or the same rent for a longer term), then edit it in your own words.",
    "Send it well before the renewal deadline and get any agreed rent and terms confirmed in writing before signing."
   ],
   "prompt": "My landlord sent a lease renewal raising my rent from $[CURRENT RENT] to $[NEW RENT] per month starting [DATE] for my [BEDROOMS]-bedroom unit in [CITY, STATE]. I've lived here [YEARS] years and paid on time. Comparable listings nearby: [PASTE 3–5 LISTINGS WITH RENT]. Unresolved repair requests: [LIST OR 'none']. I'd be willing to [sign an 18-month lease / accept a smaller increase / other]. 1) Tell me which of my points are strongest and which to leave out. 2) Draft a polite, specific email offering two options. 3) List any rent-increase rules for [CITY, STATE] I should check with an official source (don't state them as fact unless you're sure). 4) Draft a short confirmation email for when we agree.",
   "caveats": [
    "Rent rules vary a lot by city and state. Verify any rule the AI mentions with your local housing agency or a tenant group.",
    "Don't threaten legal action you don't intend to take, and keep the tone cooperative if you want to stay.",
    "The reported case below was about getting repairs done, not a lower rent. Results vary."
   ],
   "sources": [
    "https://nypost.com/2023/04/17/i-used-chatgpt-to-threaten-my-landlord-out-of-an-unfair-rent-hike/",
    "https://www.hud.gov/topics/rental_assistance/tenantrights",
    "https://aihacksforeverydaylife.substack.com/p/smart-negotiation-how-we-prevented"
   ],
   "tags": [
    "rent increase",
    "lease renewal",
    "landlord",
    "tenant",
    "negotiation"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Many landlords counter rather than accept your first number.",
     "Replies often take a week or more. Send early."
    ],
    "if_no": [
     "Ask for a smaller increase, a later start date or a repair in exchange.",
     "Compare moving costs honestly before deciding to leave.",
     "Contact a local tenant union or legal aid office if you think the increase breaks local rules."
    ]
   },
   "result_kind": "outcome",
   "url": "https://www.cheaperbyai.com/use-cases/negotiate-rent-renewal-with-ai/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/negotiate-rent-renewal-with-ai.json",
   "category_name": "Bill Negotiation",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "everyday-spending"
   ],
   "hubs": [
    "rent-increase"
   ]
  },
  {
   "slug": "audit-cell-phone-bill-line-items",
   "title": "Upload your cell phone bill and have AI find what you're overpaying for",
   "category": "bill-negotiation",
   "featured": false,
   "status": "published",
   "summary": "Have AI read your phone bill line by line, flag add-ons and outdated plans, and write a short script to call your carrier with.",
   "result_headline": "Phone bill $80/month lower after a 5-minute call",
   "time_estimate": "15–30 min",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "Phone bills pile up add-ons, insurance, old promotions that expired and plans priced above what the carrier now offers new customers.",
   "how_ai_helps": "A chatbot can read the bill, explain each charge, compare your usage with cheaper plans and write a short call or chat script.",
   "real_examples": [
    {
     "what_ai_did": "A LinkedIn poster uploaded his cell phone bill to ChatGPT and asked how it could save him money or whether another provider offered the same service for less. It gave him a script covering what he was overpaying for, and he called T-Mobile and followed it.",
     "reported_result": "He says his bill dropped by $80 a month (about $960 a year) for under five minutes of his time.",
     "source_name": "LinkedIn post by Nathan Ginsbury",
     "source_url": "https://www.linkedin.com/posts/nathanginsbury_i-uploaded-my-cell-phone-bill-to-chat-gpt-activity-7442296515076956160-2xMd",
     "date": "2026-03-24",
     "verification": "Self-reported; not independently verified"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Download your latest bill as a PDF and black out account numbers, your address and phone numbers.",
    "Note how much data you actually use each month (it's in your carrier app) and any perks you really use.",
    "Ask the AI to explain each line, flag add-ons and expired discounts, and suggest a cheaper plan or prepaid alternative.",
    "Call or chat with your carrier using the script, and ask for the new monthly total in writing.",
    "Check the next bill to make sure the change stuck and no new fees appeared."
   ],
   "prompt": "Here's my cell phone bill with personal details removed: [PASTE OR ATTACH BILL]. We have [NUMBER] lines and use about [GB] GB of data per month in total. Perks we actually use: [LIST]. 1) Explain every charge in plain English. 2) Flag add-ons, insurance, fees and expired promotions I could remove. 3) Tell me what kind of plan (from my carrier or a prepaid/MVNO carrier) would fit my usage and what to check on the carrier's site. 4) Write a short, polite call script asking for a lower price, plus what to say if they say no. Don't invent current prices; tell me where to check them.",
   "caveats": [
    "Don't share your account PIN or full account number with any chatbot.",
    "Switching plans can end device promotions or trigger device-payment balances. Ask before you change anything.",
    "The reported saving is self-reported. Your result depends on your carrier and plan."
   ],
   "sources": [
    "https://www.linkedin.com/posts/nathanginsbury_i-uploaded-my-cell-phone-bill-to-chat-gpt-activity-7442296515076956160-2xMd",
    "https://www.fcc.gov/consumers/guides/understanding-your-telephone-bill"
   ],
   "tags": [
    "cell phone bill",
    "T-Mobile",
    "Verizon",
    "AT&T",
    "phone plan"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Carriers often offer a plan change rather than a straight discount.",
     "Loyalty credits may be temporary (6–12 months). Note the end date."
    ],
    "if_no": [
     "Ask for the retention or loyalty department.",
     "Compare prepaid carriers that use the same network.",
     "Check whether you can drop insurance or other add-ons yourself in the app."
    ]
   },
   "result_kind": "saving",
   "helper": {
    "fields": [
     {
      "id": "carrier",
      "label": "Carrier",
      "type": "text",
      "placeholder": "e.g. Verizon"
     },
     {
      "id": "bill",
      "label": "Current monthly bill ($)",
      "type": "number",
      "placeholder": "e.g. 210"
     },
     {
      "id": "lines",
      "label": "Number of lines",
      "type": "number",
      "placeholder": "e.g. 3"
     },
     {
      "id": "data",
      "label": "Total data used per month (GB)",
      "type": "number",
      "placeholder": "e.g. 18"
     },
     {
      "id": "perks",
      "label": "Perks you actually use (optional)",
      "type": "text",
      "placeholder": "e.g. none / Disney+ bundle"
     },
     {
      "id": "addons",
      "label": "Add-ons or fees you spotted (optional)",
      "type": "text",
      "placeholder": "e.g. device protection x3, 'admin fee'"
     }
    ],
    "outputs": [
     {
      "id": "prompt",
      "title": "Your personalized prompt (paste your bill at the end)",
      "kind": "prompt",
      "template": "My {carrier} bill is ${bill}/month for {lines} lines, and we use about {data} GB of data a month in total. Perks we actually use: {perks}. Add-ons and fees I noticed: {addons}. 1) Explain every charge on the bill below in plain English. 2) Flag add-ons, insurance, fees and expired promotions I could remove. 3) Tell me what kind of plan (from {carrier} or a prepaid/MVNO carrier) fits our usage and what to check on the carrier's site. Don't invent current prices. 4) Tighten the call script below.\n\n[PASTE BILL HERE, ACCOUNT NUMBERS AND ADDRESS REMOVED]"
     },
     {
      "id": "script",
      "title": "Call or chat script",
      "kind": "script",
      "template": "\"Hi, I'm reviewing my bill. We're paying about ${bill} a month for {lines} lines, but we only use around {data} GB of data in total. I'd like to remove {addons} and move to a plan that fits our usage.\"\n\n\"What's the lowest monthly total you can offer for {lines} lines, including taxes and fees? I'm also comparing prepaid options.\"\n\nBefore agreeing: \"Will this change affect any device promotions or payment plans? Please send me the new monthly total in writing.\""
     }
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/audit-cell-phone-bill-line-items/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/audit-cell-phone-bill-line-items.json",
   "category_name": "Bill Negotiation",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "internet-phone-bill"
   ],
   "hubs": [
    "lower-phone-bill"
   ]
  },
  {
   "slug": "ask-provider-to-match-competitor-price",
   "title": "Get your provider to match a competitor's price using an AI script",
   "category": "bill-negotiation",
   "featured": false,
   "status": "published",
   "summary": "Find a real competing offer first, then use an AI-written script to ask your current provider to match it.",
   "result_headline": "Broadband bill cut by £22 a month after a script",
   "time_estimate": "20–30 min",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "Existing customers often pay more than new customers for the same service, but generic requests for a discount are easy to refuse.",
   "how_ai_helps": "AI can help you compare offers like-for-like (speed, contract length, fees) and write a short script that names the specific competing price.",
   "real_examples": [
    {
     "what_ai_did": "A UK personal finance journalist found a £23 broadband package from Virgin, then asked ChatGPT for a script to use with her provider, Vodafone, where she was paying £35 a month.",
     "reported_result": "She says she read the script word for word and Vodafone offered a £22-a-month reduction, which she put at £156 a year.",
     "source_name": "Manchester Evening News (reporting the i Paper)",
     "source_url": "https://www.manchestereveningnews.co.uk/news/uk-news/woman-asked-chatgpt-help-slash-32152064",
     "date": "2025-07-28",
     "verification": "Journalist's first-person test, reported by a news outlet"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "FCC broadband labels",
     "url": "https://www.fcc.gov/broadbandlabels",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Standard price labels US internet providers must show"
    }
   ],
   "how_to": [
    "Look up 1–2 competing offers available at your address, and screenshot the price, contract length and fees.",
    "Ask the AI to check that the offers are truly comparable to what you have now.",
    "Have it write a 30-second script naming the competitor's price and asking for a match or a retention deal.",
    "Call or chat, and ask for the new price, the contract length and the end date in writing.",
    "If they won't match, decide whether switching is worth it after installation and cancellation fees."
   ],
   "prompt": "I pay $[CURRENT PRICE]/month to [PROVIDER] for [SERVICE, e.g. 300 Mbps internet]. A competitor, [COMPETITOR], offers [THEIR PLAN] for $[THEIR PRICE]/month at my address, with [CONTRACT / FEES]. 1) Tell me whether these are truly comparable and what fine print to check (promo length, equipment fees, price after the promo). 2) Write a short, friendly script asking [PROVIDER] to match or beat it. 3) Give me two follow-up lines if the first agent says no. 4) List what to get in writing.",
   "caveats": [
    "Only quote offers that actually exist at your address. Agents can check.",
    "Promo prices often jump after 12–24 months. Set a reminder to renegotiate."
   ],
   "sources": [
    "https://www.manchestereveningnews.co.uk/news/uk-news/woman-asked-chatgpt-help-slash-32152064",
    "https://www.fcc.gov/broadbandlabels"
   ],
   "tags": [
    "price match",
    "retention deal",
    "broadband",
    "internet bill",
    "competitor offer"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Agents often can't match exactly but may offer a retention credit or a different plan."
    ],
    "if_no": [
     "Ask for the retention or loyalty team.",
     "If switching saves more after fees, switch and return equipment with a receipt."
    ]
   },
   "result_kind": "saving",
   "url": "https://www.cheaperbyai.com/use-cases/ask-provider-to-match-competitor-price/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/ask-provider-to-match-competitor-price.json",
   "category_name": "Bill Negotiation",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "internet-phone-bill"
   ],
   "hubs": [
    "lower-internet-bill"
   ]
  },
  {
   "slug": "check-internet-bill-broadband-label-fees",
   "title": "Check your internet bill against the provider's broadband label for hidden fees",
   "category": "bill-negotiation",
   "featured": false,
   "status": "published",
   "summary": "US internet providers must publish a broadband label with the monthly price and fees. Have AI compare it with your bill to catch extras.",
   "result_headline": null,
   "time_estimate": "15–20 min",
   "time_minutes": 20,
   "difficulty": "Easy",
   "problem": "Internet bills often include equipment rental, 'network' or other fees that weren't obvious at signup.",
   "how_ai_helps": "AI can line up your bill against the provider's broadband label and flag fees that are higher, unexpected or optional.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "FCC broadband labels",
     "url": "https://www.fcc.gov/broadbandlabels",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "FCC consumer complaints",
     "url": "https://consumercomplaints.fcc.gov/hc/en-us",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Find your plan's broadband label on the provider's website or at the point of sale (US providers are required to display them).",
    "Download your latest bill and remove account numbers.",
    "Paste both into a chatbot and ask it to compare the price, one-time fees and monthly fees line by line.",
    "Call or chat to remove fees that don't match the label or that are optional (like renting a modem you could buy).",
    "If the provider won't fix a clear mismatch, file a complaint with the FCC."
   ],
   "prompt": "Below is the broadband label for my internet plan and my latest bill (personal details removed). Label: [PASTE]. Bill: [PASTE]. Compare them line by line. 1) List any charges on my bill that aren't on the label or are higher than listed. 2) Mark which fees are optional (for example, equipment I could buy myself). 3) Write a short chat message asking the provider to correct the bill and credit any overcharges. 4) Tell me how to file an FCC complaint if they refuse.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Buying your own modem only saves money if it's on the provider's approved list and you keep it long enough.",
    "Labels describe current offers; older plans may differ. Ask for your plan's label."
   ],
   "sources": [
    "https://www.fcc.gov/broadbandlabels",
    "https://consumercomplaints.fcc.gov/hc/en-us"
   ],
   "tags": [
    "broadband label",
    "internet fees",
    "equipment rental",
    "FCC complaint"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Fee corrections are often applied as a credit on the next bill."
    ],
    "if_no": [
     "File an FCC informal complaint; providers must respond.",
     "Ask whether a different plan includes the equipment at no charge."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/check-internet-bill-broadband-label-fees/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/check-internet-bill-broadband-label-fees.json",
   "category_name": "Bill Negotiation",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "internet-phone-bill"
   ],
   "hubs": [
    "lower-internet-bill"
   ]
  },
  {
   "slug": "apply-for-lifeline-phone-internet-discount",
   "title": "Check if you qualify for a Lifeline discount on phone or internet",
   "category": "bill-negotiation",
   "featured": false,
   "status": "published",
   "summary": "Lifeline is a federal program that lowers phone or internet bills for eligible low-income households. AI can walk you through eligibility and paperwork.",
   "result_headline": null,
   "time_estimate": "20–40 min",
   "time_minutes": 40,
   "difficulty": "Easy",
   "problem": "Many eligible households don't know Lifeline exists or get stuck on the documents.",
   "how_ai_helps": "A chatbot can explain the eligibility rules in plain English, list the documents you need, and help you find participating providers. You still apply through the official National Verifier.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Lifeline National Verifier",
     "url": "https://www.lifelinesupport.org/",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Official application site"
    }
   ],
   "how_to": [
    "Check the eligibility rules on the FCC's Lifeline page: household income at or below 135% of the federal poverty guidelines, or taking part in programs like SNAP, Medicaid, SSI, Federal Public Housing Assistance or Veterans Pension.",
    "Gather proof (a benefit letter or income documents) and remove anything you don't need to share.",
    "Apply through the National Verifier at lifelinesupport.org or with a participating phone or internet company (Texas and Oregon use their own state process).",
    "Pick a participating provider and confirm the discount appears on your bill."
   ],
   "prompt": "I live in [STATE] with [HOUSEHOLD SIZE] people and annual household income of about $[INCOME]. We receive [LIST BENEFITS, e.g. SNAP, Medicaid, none]. Using the FCC's Lifeline rules, 1) tell me whether I'm likely eligible and why, 2) list the documents I should prepare, 3) explain the one-per-household rule in plain English, and 4) give me step-by-step instructions for applying through the official National Verifier. Point me to official pages rather than guessing at amounts.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Apply only through lifelinesupport.org or a participating provider. Ignore anyone charging a fee to sign you up.",
    "Lifeline is limited to one discount per household.",
    "The Affordable Connectivity Program (ACP) ended in 2024; Lifeline is a separate, ongoing program."
   ],
   "sources": [
    "https://www.fcc.gov/lifeline-consumers",
    "https://www.lifelinesupport.org/"
   ],
   "tags": [
    "Lifeline",
    "low income internet",
    "phone discount",
    "FCC"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Approval can be instant if the National Verifier finds you in a benefits database; otherwise expect a document review."
    ],
    "if_no": [
     "Ask why you were denied and resubmit with clearer documents.",
     "Check your provider's own low-income plans."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/apply-for-lifeline-phone-internet-discount/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/apply-for-lifeline-phone-internet-discount.json",
   "category_name": "Bill Negotiation",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "internet-phone-bill"
   ],
   "hubs": [
    "lower-internet-bill",
    "lower-phone-bill"
   ]
  },
  {
   "slug": "compare-home-repair-contractor-bids",
   "title": "Compare home repair and contractor quotes apples-to-apples with AI",
   "category": "bill-negotiation",
   "featured": false,
   "status": "published",
   "summary": "Turn two or three written contractor bids into a side-by-side table so you can spot padding, missing items and red flags before you sign.",
   "result_headline": null,
   "time_estimate": "30–45 min",
   "time_minutes": 45,
   "difficulty": "Medium",
   "problem": "Quotes for roofing, HVAC, plumbing or remodeling are written differently, which makes it hard to tell which is actually cheaper or more complete.",
   "how_ai_helps": "AI can normalize bids into one table (scope, materials, permits, warranty, payment schedule), flag what's missing, and draft questions to send back.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "FTC: How to avoid a home improvement scam",
     "url": "https://consumer.ftc.gov/articles/how-avoid-home-improvement-scam",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Get at least three written bids for the same scope of work.",
    "Remove names and addresses, then paste the bids into a chatbot.",
    "Ask for a side-by-side comparison and a list of differences in scope, materials, permits and warranty.",
    "Send each contractor the follow-up questions, and check their license and reviews with your state or local licensing agency.",
    "Avoid large upfront payments; tie payments to completed stages in the written contract."
   ],
   "prompt": "I have [NUMBER] written bids for [JOB, e.g. replacing a 3-ton AC unit] in [CITY, STATE]. Here they are with personal details removed: [PASTE BIDS]. 1) Build a table comparing price, exact scope, materials/brands and model numbers, permits, timeline, warranty and payment schedule. 2) Flag items one bid includes that others don't, vague line items and red flags (large upfront deposits, cash only, no written contract). 3) Write polite follow-up questions for each contractor. 4) Tell me what to check about licensing and insurance and where.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "AI can't judge workmanship or whether a repair is truly needed. Get a second opinion on big jobs.",
    "Don't rely on AI price estimates; use real written bids."
   ],
   "sources": [
    "https://consumer.ftc.gov/articles/how-avoid-home-improvement-scam"
   ],
   "tags": [
    "contractor quotes",
    "home repair",
    "HVAC",
    "roofing",
    "compare bids"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Contractors often revise a bid when you point out a missing item or a lower competing bid."
    ],
    "if_no": [
     "Ask the cheapest qualified bidder to explain the differences.",
     "Walk away from anyone who pressures you to sign the same day."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/compare-home-repair-contractor-bids/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/compare-home-repair-contractor-bids.json",
   "category_name": "Bill Negotiation",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [],
   "hubs": []
  },
  {
   "slug": "cut-cable-tv-bill-or-switch-to-streaming",
   "title": "Decide whether to cut your cable TV bill or switch to streaming with AI",
   "category": "bill-negotiation",
   "featured": false,
   "status": "published",
   "summary": "List the channels and shows you actually watch, and have AI price out keeping cable, downgrading, or switching to streaming services.",
   "result_headline": null,
   "time_estimate": "30–45 min",
   "time_minutes": 45,
   "difficulty": "Easy",
   "problem": "Cable bills include TV packages, box rentals and broadcast or sports fees, and it's hard to tell what you'd lose by downgrading.",
   "how_ai_helps": "A chatbot can match what you watch to cheaper packages or streaming services, total up the real monthly cost, and write a downgrade or retention script.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "List the channels, shows and live sports your household actually watches.",
    "Pull your cable bill and note the TV package, box rentals and fees (remove account numbers).",
    "Ask the AI to compare three options: downgrade, a retention deal, or streaming, with the services to check.",
    "Check current prices on each service's own site, since AI prices may be out of date.",
    "Call with the script, and return rented boxes if you cancel TV (get a receipt)."
   ],
   "prompt": "My cable bill is $[AMOUNT]/month: [PASTE TV-RELATED LINE ITEMS]. We watch: [CHANNELS / SHOWS / SPORTS]. We also have [EXISTING STREAMING SERVICES]. 1) Compare three options: downgrading my TV package, asking for a retention deal, or replacing cable with streaming. 2) For each, list what we'd keep or lose. 3) Tell me which services to price-check (don't guess current prices). 4) Write a short call script to downgrade or ask for a retention offer, including what to say about box rentals and fees.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Bundled internet-plus-TV discounts can mean that dropping TV raises your internet price. Ask for the total.",
    "Return rented equipment and keep the receipt to avoid unreturned-equipment fees."
   ],
   "sources": [
    "https://www.fcc.gov/broadbandlabels",
    "https://www.fcc.gov/consumers/guides/understanding-your-telephone-bill"
   ],
   "tags": [
    "cable bill",
    "cord cutting",
    "streaming",
    "TV package"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Retention offers are usually time-limited; note when they end."
    ],
    "if_no": [
     "Downgrade to the cheapest package yourself online if the agent won't help.",
     "Try again in a few weeks; offers change."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/cut-cable-tv-bill-or-switch-to-streaming/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/cut-cable-tv-bill-or-switch-to-streaming.json",
   "category_name": "Bill Negotiation",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "internet-phone-bill"
   ],
   "hubs": []
  },
  {
   "slug": "fix-preventive-care-billed-as-diagnostic",
   "title": "Fix a preventive visit or screening that was billed as diagnostic",
   "category": "medical-bills",
   "featured": false,
   "status": "published",
   "summary": "If a checkup or screening was coded as diagnostic, you may be billed for care your plan covers at no cost. AI can spot the coding and script the call.",
   "result_headline": "About $600 charge removed after a coding review",
   "time_estimate": "30–45 min",
   "time_minutes": 45,
   "difficulty": "Medium",
   "problem": "ACA-compliant plans cover many preventive services at no cost in-network, but a coding choice (diagnostic vs preventive) can turn a free screening into a bill.",
   "how_ai_helps": "A chatbot can read your EOB and itemized bill, explain the codes and modifiers, and write a script asking the provider to review the coding.",
   "real_examples": [
    {
     "what_ai_did": "A Reddit user had ChatGPT review the billing codes for a routine procedure. It flagged that services were billed as diagnostic rather than preventive, which changed how insurance covered them, and gave a script for calling the clinic.",
     "reported_result": "The poster says the roughly $600 charge was removed after the call.",
     "source_name": "Reddit r/ChatGPT",
     "source_url": "https://www.reddit.com/r/ChatGPT/comments/1kkwp9s/chatgpt_saved_me_600_by_reviewing_medical_billing/",
     "date": "2025",
     "verification": "Self-reported; not independently verified"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "HealthCare.gov: Preventive care benefits",
     "url": "https://www.healthcare.gov/coverage/preventive-care-benefits/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Get the itemized bill (with CPT and diagnosis codes) and the matching EOB from your insurer.",
    "Remove your name, member ID and account numbers, then ask the AI to explain whether the visit was coded as preventive or diagnostic.",
    "Compare it with healthcare.gov's list of preventive services and your plan documents.",
    "Call the provider's billing office and ask them to review the coding against the visit notes; if they correct it, they'll resubmit the claim.",
    "If the provider says the coding is correct, ask your insurer how it applies preventive benefits to that service."
   ],
   "prompt": "Here is my itemized bill and EOB for a [SERVICE, e.g. annual physical / screening colonoscopy] on [DATE], with personal details removed: [PASTE]. My plan is [PLAN TYPE, e.g. employer plan, ACA marketplace]. 1) Explain each code and modifier in plain English. 2) Tell me whether this looks like it was billed as preventive or diagnostic, and why. 3) List what I should check in my plan documents and on healthcare.gov's preventive services list. 4) Write a short, polite script asking the provider's billing office to review the coding against the visit notes and resubmit if appropriate. Mark anything you're unsure about.",
   "caveats": [
    "Sometimes diagnostic coding is correct (for example, if a problem was found or discussed during the visit). Ask for a review; don't insist.",
    "Preventive coverage rules depend on your plan type and network. Grandfathered and short-term plans may differ.",
    "Redact identifiers before uploading medical documents."
   ],
   "sources": [
    "https://www.reddit.com/r/ChatGPT/comments/1kkwp9s/chatgpt_saved_me_600_by_reviewing_medical_billing/",
    "https://www.healthcare.gov/coverage/preventive-care-benefits/"
   ],
   "tags": [
    "preventive care",
    "diagnostic coding",
    "EOB",
    "CPT codes",
    "ACA"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Recoding and claim reprocessing can take several weeks; ask the provider to hold the bill meanwhile."
    ],
    "if_no": [
     "File an appeal with your insurer citing the preventive benefit.",
     "Contact your state insurance department (or the Department of Labor for employer plans) for help."
    ]
   },
   "result_kind": "saving",
   "url": "https://www.cheaperbyai.com/use-cases/fix-preventive-care-billed-as-diagnostic/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/fix-preventive-care-billed-as-diagnostic.json",
   "category_name": "Medical Bills & Health Insurance",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "medical-bill"
   ],
   "hubs": [
    "negotiate-medical-bill"
   ]
  },
  {
   "slug": "audit-eobs-against-what-you-paid",
   "title": "Match your EOBs against what you actually paid to find overpayments",
   "category": "medical-bills",
   "featured": false,
   "status": "published",
   "summary": "Keep a simple log of medical payments, then have AI compare it with your EOBs to find prepayments and copays you shouldn't have paid.",
   "result_headline": "$1,512 overpayment confirmed (refund pending)",
   "time_estimate": "1–3 hrs",
   "time_minutes": 150,
   "difficulty": "Involved",
   "problem": "Providers often collect estimates upfront. When the claim is processed, your real share can be lower, and refunds don't always arrive on their own.",
   "how_ai_helps": "AI can reconcile a spreadsheet of payments against EOB 'patient responsibility' amounts and your out-of-pocket maximum, and explain discrepancies.",
   "real_examples": [
    {
     "what_ai_did": "A CNET writer compiled 14 itemized bills, EOBs and a spreadsheet of 87 claims, redacted them, and asked ChatGPT to audit them. It didn't find new errors on its own, but when she asked about a specific mismatch it explained that a prepayment for a second eye surgery had been estimated before her deductible was met.",
     "reported_result": "ChatGPT confirmed a $1,512 overpayment that she had spotted in her records; at the time of writing she was still waiting for the refund.",
     "source_name": "CNET (first-person test)",
     "source_url": "https://www.cnet.com/tech/services-and-software/chatgpt-medical-bill-errors/",
     "date": "2026-07-09",
     "verification": "First-person test published by a news outlet"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Download EOBs for the year from your insurer's portal and gather receipts for everything you paid providers.",
    "Build a simple spreadsheet: date, provider, amount paid, and the EOB's 'patient responsibility'.",
    "Remove identifiers and ask the AI to flag any visit where you paid more than the EOB says you owe, and to check totals against your out-of-pocket maximum.",
    "Ask each provider with a credit balance for a written refund.",
    "Keep a log of calls and reference numbers until the refund arrives."
   ],
   "prompt": "Here is my spreadsheet of medical payments this year and the matching EOB 'patient responsibility' amounts, with personal details removed: [PASTE TABLE]. My deductible is $[DEDUCTIBLE] and my out-of-pocket maximum is $[OOP MAX]. 1) Flag every visit where I paid more than the EOB says I owe and total the difference by provider. 2) Check whether my total payments exceed my out-of-pocket maximum. 3) Explain any discrepancies in plain English (for example, a prepayment estimated before my deductible was met). 4) Draft a short refund request to each provider with a credit balance.",
   "caveats": [
    "AI is only as accurate as the data you give it. The CNET writer found the overpayment through her own records; ChatGPT helped explain why.",
    "Some insurer reps give wrong answers; check what your plan contract actually says.",
    "Redact identifiers before uploading."
   ],
   "sources": [
    "https://www.cnet.com/tech/services-and-software/chatgpt-medical-bill-errors/"
   ],
   "tags": [
    "EOB",
    "overpayment",
    "out-of-pocket maximum",
    "medical refund"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Providers often take 30–60 days to issue a refund for a credit balance."
    ],
    "if_no": [
     "Ask for a supervisor and for the credit balance in writing.",
     "Check your state's rules on patient refunds via your state insurance department or attorney general."
    ]
   },
   "result_kind": "pending",
   "url": "https://www.cheaperbyai.com/use-cases/audit-eobs-against-what-you-paid/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/audit-eobs-against-what-you-paid.json",
   "category_name": "Medical Bills & Health Insurance",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "medical-bill"
   ],
   "hubs": []
  },
  {
   "slug": "escalate-insurer-grievance-when-stonewalled",
   "title": "Escalate a health insurance grievance when the insurer stonewalls",
   "category": "medical-bills",
   "featured": false,
   "status": "published",
   "summary": "When your insurer says a claim can't be found or won't budge, AI can identify the rules on your side and help you find the right escalation path.",
   "result_headline": "$1,800 bill dismissed after a two-year dispute",
   "time_estimate": "1–2 hrs",
   "time_minutes": 90,
   "difficulty": "Involved",
   "problem": "Disputes can drag on for months because front-line reps can't fix the problem and patients don't know how to escalate.",
   "how_ai_helps": "A chatbot can summarize the dispute, point to rules that may apply, find the formal grievance or appeals route in your plan documents, and draft a concise escalation letter.",
   "real_examples": [
    {
     "what_ai_did": "A mother spent almost two years fighting a bill for her newborn's hospital nursery care. Counterforce's free AI assistant flagged timing issues and a federal statute on newborn coverage under a mother's policy, and ChatGPT told her how to escalate a grievance with Anthem and found contacts at a company handling its complaints.",
     "reported_result": "She says she was connected to an analyst within days, who found the claim she'd been told was archived; a week later her $1,800 bill was dismissed. Anthem said it couldn't comment for privacy reasons.",
     "source_name": "KFF Health News via Medical Xpress",
     "source_url": "https://medicalxpress.com/news/2025-09-company-denied-medical-ai-victory.html",
     "date": "2025-09",
     "verification": "Patient's account reported by a news outlet; insurer declined to comment"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Counterforce Health",
     "url": "https://www.counterforcehealth.org/",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Nonprofit AI appeal-letter tool"
    },
    {
     "name": "NAIC: Find your state insurance department",
     "url": "https://content.naic.org/state-insurance-departments",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Write a one-page timeline: dates, claim numbers, who you spoke with and what they said.",
    "Ask the AI to identify the rules that may apply and the formal grievance process in your plan documents (Summary of Benefits, member handbook).",
    "Send a written grievance (not just a call), and ask for a case number and a named analyst.",
    "If there's no resolution, contact your state insurance department, or the US Department of Labor's EBSA for most employer plans.",
    "Ask the provider to hold the bill while the grievance is open."
   ],
   "prompt": "I'm in a dispute with my health insurer, [INSURER]. Timeline (personal details removed): [PASTE TIMELINE WITH DATES, CLAIM NUMBERS AND WHAT EACH REP SAID]. My plan is [employer self-funded / employer insured / ACA marketplace / Medicaid / unsure]. 1) Summarize the dispute in five sentences. 2) List laws or plan rules that may support me, marking which ones I need to verify. 3) Explain the formal grievance and appeal options for my plan type and who regulates it. 4) Draft a firm, factual grievance letter asking for a named case manager and a written decision.",
   "caveats": [
    "Chatbots can cite laws incorrectly. Verify any statute before citing it.",
    "Who regulates your plan (state vs federal) depends on the plan type. Ask your HR or insurer if unsure."
   ],
   "sources": [
    "https://medicalxpress.com/news/2025-09-company-denied-medical-ai-victory.html",
    "https://www.dol.gov/agencies/ebsa",
    "https://content.naic.org/state-insurance-departments"
   ],
   "tags": [
    "insurance grievance",
    "claim dispute",
    "escalation",
    "state insurance department"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Written grievances usually get a formal response with a deadline; phone complaints often don't."
    ],
    "if_no": [
     "File a complaint with your state insurance department or EBSA.",
     "Request an external review if the issue is a denial of coverage."
    ]
   },
   "result_kind": "saving",
   "url": "https://www.cheaperbyai.com/use-cases/escalate-insurer-grievance-when-stonewalled/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/escalate-insurer-grievance-when-stonewalled.json",
   "category_name": "Medical Bills & Health Insurance",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "medical-bill"
   ],
   "hubs": []
  },
  {
   "slug": "request-external-review-after-denied-appeal",
   "title": "Request an independent external review after your insurer denies your appeal",
   "category": "medical-bills",
   "featured": false,
   "status": "published",
   "summary": "If your internal appeal fails, you can usually ask an independent reviewer to decide. AI can help you build a well-documented case.",
   "result_headline": "Medication approved on external review (insurer credits its reviewer)",
   "time_estimate": "1–3 hrs",
   "time_minutes": 120,
   "difficulty": "Involved",
   "problem": "Many people stop after the insurer's internal appeal, not knowing an independent external review is usually available.",
   "how_ai_helps": "AI can organize your records, summarize the medical-necessity argument, and help you fill out the external review request on time.",
   "real_examples": [
    {
     "what_ai_did": "After two failed appeals for ADHD medication, a Pennsylvania woman used Counterforce Health's free AI tool on a third appeal to the state's external review panel. It produced an 11-page letter with cited research.",
     "reported_result": "She received coverage. The insurer, IBX, says a second external physician reviewer approved it after finding the diagnosis in her records, and that AI did not influence the outcome.",
     "source_name": "CBS News Philadelphia",
     "source_url": "https://www.cbsnews.com/philadelphia/news/counterforce-health-artificial-intelligence-pennsylvania/",
     "date": "2025",
     "verification": "Patient's account; insurer disputes the role of AI"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "HealthCare.gov: External review",
     "url": "https://www.healthcare.gov/appeal-insurance-company-decision/external-review/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "Counterforce Health",
     "url": "https://www.counterforcehealth.org/",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Nonprofit AI appeal-letter tool"
    }
   ],
   "how_to": [
    "Find the deadline in your final denial letter. Under the federal process you generally have 4 months to request external review.",
    "Check whether your state or the federal process applies (the denial letter or HealthCare.gov's external review page explains this).",
    "Gather the denial letters, your doctor's letter of medical necessity and relevant records, with identifiers removed for any AI use.",
    "Ask the AI to draft a clear summary and checklist, and have your doctor review the medical points.",
    "Submit the request and ask about expedited review if waiting would seriously harm your health."
   ],
   "prompt": "My health insurer denied my internal appeal for [TREATMENT / DRUG] on [DATE]. The denial reason is: [PASTE REASON]. My diagnosis and history (no identifiers): [SUMMARY]. My doctor's notes say: [PASTE KEY POINTS]. 1) Explain in plain English why it was denied and the strongest counter-arguments. 2) List the evidence an independent reviewer would want (guidelines, prior treatments tried, records). 3) Draft a two-page summary for my external review request. 4) Tell me how to check whether a state or federal external review applies and what the deadlines are.",
   "caveats": [
    "The insurer in the reported case disputes that AI influenced the result; it says a second external reviewer found the diagnosis that had been overlooked.",
    "Ask your doctor to confirm every medical claim in the letter.",
    "Don't miss deadlines; ask for expedited review if your health is at risk."
   ],
   "sources": [
    "https://www.cbsnews.com/philadelphia/news/counterforce-health-artificial-intelligence-pennsylvania/",
    "https://www.healthcare.gov/appeal-insurance-company-decision/external-review/"
   ],
   "tags": [
    "external review",
    "insurance appeal",
    "medical necessity",
    "denied claim"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Standard external reviews are typically decided within weeks; expedited reviews are much faster."
    ],
    "if_no": [
     "Ask your state insurance department or consumer assistance program for help.",
     "Ask the drug maker about patient assistance programs while you wait."
    ]
   },
   "result_kind": "contested",
   "url": "https://www.cheaperbyai.com/use-cases/request-external-review-after-denied-appeal/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/request-external-review-after-denied-appeal.json",
   "category_name": "Medical Bills & Health Insurance",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "medical-bill"
   ],
   "hubs": [
    "lower-prescription-costs"
   ]
  },
  {
   "slug": "compare-prescription-prices-goodrx-cost-plus",
   "title": "Compare prescription prices across GoodRx, Cost Plus Drugs and your insurance",
   "category": "medical-bills",
   "featured": false,
   "status": "published",
   "summary": "Before your next refill, have AI build a checklist and comparison table so you pick the cheapest legitimate way to fill it.",
   "result_headline": null,
   "time_estimate": "15–20 min",
   "time_minutes": 20,
   "difficulty": "Easy",
   "problem": "The same prescription can cost very different amounts depending on the pharmacy, insurance, discount cards or mail order.",
   "how_ai_helps": "AI can tell you what to compare (insurance copay, discount-card price, mail-order cash price, 90-day supply, generics) and help you fill in a table from the official sites.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "GoodRx",
     "url": "https://www.goodrx.com/",
     "cost": "Free coupons; paid Gold membership available",
     "cost_type": "freemium",
     "notes": "Discount prices at local pharmacies"
    },
    {
     "name": "Mark Cuban Cost Plus Drug Company",
     "url": "https://www.costplusdrugs.com/",
     "cost": "Pay per prescription",
     "cost_type": "paid",
     "notes": "Mail-order pharmacy with published markup",
     "price": "Varies by drug; shown before checkout"
    }
   ],
   "how_to": [
    "Write down the exact drug, dose, form and quantity, and whether a generic exists (ask your pharmacist).",
    "Check your insurance copay in your plan's app or formulary.",
    "Look up the cash price on GoodRx for local pharmacies and on Cost Plus Drugs for mail order.",
    "Ask the AI to compare per-month costs, including shipping and 90-day options.",
    "Ask your doctor to send the prescription where it's cheapest, or about a lower-cost alternative."
   ],
   "prompt": "I take [DRUG NAME] [DOSE], [QUANTITY] per [30/90] days. My insurance copay is $[X] (or I'm uninsured). Prices I found: GoodRx at [PHARMACY]: $[Y]; Cost Plus Drugs: $[Z] plus shipping; other: [ANY]. 1) Build a per-month cost table. 2) Tell me whether paying cash outside insurance would still count toward my deductible (and what to ask my insurer). 3) List questions for my pharmacist or doctor about generics, alternative strengths or a 90-day supply. Don't invent prices; work only with the ones I gave you.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Discount-card cash prices usually don't count toward your insurance deductible unless your insurer says so.",
    "Never change a dose or switch drugs without your prescriber's OK.",
    "Prices change often; recheck before each refill."
   ],
   "sources": [
    "https://www.goodrx.com/",
    "https://www.costplusdrugs.com/"
   ],
   "tags": [
    "prescription prices",
    "GoodRx",
    "Cost Plus Drugs",
    "generic drugs",
    "pharmacy"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Pharmacists can usually run your insurance and a discount price and tell you which is lower."
    ],
    "if_no": [
     "Ask the manufacturer about patient assistance or copay programs.",
     "Ask your doctor about a therapeutic alternative on your plan's formulary."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/compare-prescription-prices-goodrx-cost-plus/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/compare-prescription-prices-goodrx-cost-plus.json",
   "category_name": "Medical Bills & Health Insurance",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "medical-bill"
   ],
   "hubs": [
    "lower-prescription-costs"
   ]
  },
  {
   "slug": "dispute-surprise-medical-bill-no-surprises-act",
   "title": "Dispute a surprise out-of-network medical bill under the No Surprises Act",
   "category": "medical-bills",
   "featured": false,
   "status": "published",
   "summary": "The No Surprises Act limits many surprise out-of-network bills. AI can help you check whether your bill qualifies and draft the dispute.",
   "result_headline": null,
   "time_estimate": "30–45 min",
   "time_minutes": 45,
   "difficulty": "Medium",
   "problem": "People still receive balance bills from out-of-network doctors at in-network hospitals, or after emergency care, that may not be allowed.",
   "how_ai_helps": "AI can compare your bill and EOB to the situations the law covers, explain your likely protections, and draft a letter to the provider and insurer.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "CMS: No Surprises Act",
     "url": "https://www.cms.gov/nosurprises",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Check whether your situation is covered: most emergency care, non-emergency care from out-of-network providers at an in-network facility, and air ambulance services.",
    "Compare the provider's bill with your EOB; you generally should owe only in-network cost-sharing in covered situations.",
    "Ask the AI to draft a letter to the provider (and your insurer) citing the No Surprises Act protections.",
    "If it isn't resolved, contact the No Surprises Help Desk listed on CMS's site, or file a complaint online."
   ],
   "prompt": "I received a bill for $[AMOUNT] from [PROVIDER] for [SERVICE] on [DATE] at [FACILITY], which is [in-network / out-of-network] for my plan. It was [an emergency / a scheduled procedure / an air ambulance]. My EOB says my cost-sharing is $[EOB AMOUNT]. 1) Tell me whether this looks like a situation the No Surprises Act protects, and why or why not. 2) List what I should verify on CMS's No Surprises pages. 3) Draft a letter to the provider disputing the balance bill and asking them to rebill at in-network cost-sharing. 4) Tell me how to file a complaint if they refuse.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Some situations aren't covered (for example, if you validly signed a notice-and-consent form for certain non-emergency care). Read what you signed.",
    "Ground ambulances aren't covered by the federal law; some states have their own protections."
   ],
   "sources": [
    "https://www.cms.gov/nosurprises",
    "https://www.cms.gov/medical-bill-rights"
   ],
   "tags": [
    "No Surprises Act",
    "surprise bill",
    "balance billing",
    "out-of-network"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Providers often correct a bill once the insurer confirms the No Surprises Act applies."
    ],
    "if_no": [
     "File a complaint through CMS.",
     "Ask your state insurance department; many states have their own surprise-billing laws."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/dispute-surprise-medical-bill-no-surprises-act/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/dispute-surprise-medical-bill-no-surprises-act.json",
   "category_name": "Medical Bills & Health Insurance",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "medical-bill"
   ],
   "hubs": [
    "negotiate-medical-bill"
   ]
  },
  {
   "slug": "dispute-bill-over-good-faith-estimate",
   "title": "Dispute a self-pay bill that's $400+ over your good faith estimate",
   "category": "medical-bills",
   "featured": false,
   "status": "published",
   "summary": "If you're uninsured or paying yourself, you're entitled to a good faith estimate. A bill far above it can be disputed through a federal process.",
   "result_headline": null,
   "time_estimate": "30–60 min",
   "time_minutes": 60,
   "difficulty": "Medium",
   "problem": "Self-pay patients often receive bills much higher than what they were quoted and don't know there's a formal dispute process.",
   "how_ai_helps": "AI can compare your estimate with the final bill line by line, check the dispute thresholds and deadlines, and help prepare the paperwork.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "CMS: Dispute a medical bill",
     "url": "https://www.cms.gov/medical-bill-rights/help/dispute-a-bill",
     "cost": "Small fee to start; refunded if you win",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Find your good faith estimate (providers must give one to uninsured or self-pay patients who schedule care in advance or ask for one).",
    "Compare it with the final bill; the federal dispute process applies when a provider's bill is at least $400 more than its estimate.",
    "Start the dispute within 120 days of the bill date through CMS (there's a small fee, refunded if you win).",
    "Ask the provider to hold the bill and not send it to collections while the dispute is open."
   ],
   "prompt": "I was [uninsured / self-pay]. My good faith estimate from [PROVIDER] was $[ESTIMATE]: [PASTE ESTIMATE LINES]. The final bill is $[BILL]: [PASTE BILL LINES]. The bill date is [DATE]. 1) Compare them line by line and total the difference per provider. 2) Tell me whether this seems to meet the federal patient-provider dispute threshold, and the deadline to start. 3) Draft a short letter to the provider asking them to correct the bill or hold collections while I dispute. 4) List the documents I'll need for the CMS dispute.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "The $400 threshold applies to each provider's bill against that provider's estimate. Check CMS's page for current rules and the fee."
   ],
   "sources": [
    "https://www.cms.gov/medical-bill-rights/help/dispute-a-bill",
    "https://www.cms.gov/medical-bill-rights"
   ],
   "tags": [
    "good faith estimate",
    "self-pay",
    "uninsured",
    "medical bill dispute"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "An independent dispute resolution entity reviews the case; the provider can't send the bill to collections while it's in process."
    ],
    "if_no": [
     "Apply for the provider's financial assistance policy.",
     "Ask for an itemized bill and dispute specific errors."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/dispute-bill-over-good-faith-estimate/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/dispute-bill-over-good-faith-estimate.json",
   "category_name": "Medical Bills & Health Insurance",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "medical-bill"
   ],
   "hubs": []
  },
  {
   "slug": "check-hsa-fsa-eligible-expenses",
   "title": "Check which expenses your HSA or FSA can pay for (and use it before you lose it)",
   "category": "medical-bills",
   "featured": false,
   "status": "published",
   "summary": "Have AI sort your health spending into likely HSA/FSA-eligible and not-eligible lists, using IRS Publication 502 and your plan's rules.",
   "result_headline": null,
   "time_estimate": "15–20 min",
   "time_minutes": 20,
   "difficulty": "Easy",
   "problem": "People leave FSA money unused at year-end or pay out of pocket for things their HSA could cover tax-free.",
   "how_ai_helps": "AI can check items against IRS rules, flag which need a doctor's letter, and remind you about your plan's deadlines and grace periods.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "IRS Publication 502",
     "url": "https://www.irs.gov/publications/p502",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "IRS Publication 969 (HSAs and FSAs)",
     "url": "https://www.irs.gov/publications/p969",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "List your recent and planned health expenses (prescriptions, glasses, dental, therapy, over-the-counter items).",
    "Check your plan's deadlines: FSAs may have a grace period or a carryover limit; HSAs roll over.",
    "Ask the AI to sort items into likely eligible, maybe eligible (needs a letter of medical necessity) and not eligible, citing IRS Publication 502.",
    "Confirm anything uncertain with your plan administrator, keep receipts and submit claims before the deadline."
   ],
   "prompt": "I have a [HSA / health FSA / limited-purpose FSA] with $[BALANCE] left and a deadline of [DATE]. Here are expenses I've had or plan to have: [LIST]. Using IRS Publication 502 as the main source, 1) sort them into likely eligible, possibly eligible with a letter of medical necessity, and not eligible, 2) suggest eligible purchases I'm likely to need anyway, and 3) list what to confirm with my plan administrator. Say clearly when you're unsure.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Your plan administrator has the final say; some plans are narrower than the IRS rules.",
    "HSA money spent on non-qualified expenses can be taxed and penalized."
   ],
   "sources": [
    "https://www.irs.gov/publications/p502",
    "https://www.irs.gov/publications/p969"
   ],
   "tags": [
    "HSA",
    "FSA",
    "eligible expenses",
    "IRS Publication 502"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Most administrators reimburse within a few days to two weeks once a claim is approved."
    ],
    "if_no": [
     "Ask the administrator what documentation would get the claim approved.",
     "Ask your doctor for a letter of medical necessity."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/check-hsa-fsa-eligible-expenses/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/check-hsa-fsa-eligible-expenses.json",
   "category_name": "Medical Bills & Health Insurance",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "medical-bill"
   ],
   "hubs": []
  },
  {
   "slug": "find-drug-manufacturer-patient-assistance",
   "title": "Find patient assistance programs for an expensive prescription",
   "category": "medical-bills",
   "featured": false,
   "status": "published",
   "summary": "Drug makers and nonprofits run assistance and copay programs. AI can help you find the right ones and assemble the application.",
   "result_headline": null,
   "time_estimate": "30–60 min",
   "time_minutes": 60,
   "difficulty": "Medium",
   "problem": "Brand-name drugs can cost hundreds or thousands a month, and assistance programs are scattered and confusing.",
   "how_ai_helps": "AI can explain the types of programs (manufacturer assistance, copay cards, foundations), check likely eligibility, and draft the paperwork with you.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "America's Medicines (formerly PhRMA's Medicine Assistance Tool)",
     "url": "https://medicineassistancetool.org/",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Run by the drug industry trade group; matches you to manufacturer programs"
    },
    {
     "name": "NeedyMeds",
     "url": "https://www.needymeds.org/",
     "cost": "Free (nonprofit)",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Write down the drug, your insurance type (commercial, Medicare, Medicaid, uninsured) and household income.",
    "Search the Medicine Assistance Tool (run by the drug industry trade group PhRMA) and nonprofit NeedyMeds for programs for your drug.",
    "Ask the AI to explain each program's rules; note that manufacturer copay cards generally can't be used with Medicare.",
    "Apply with your doctor's office; many programs need a prescriber form.",
    "Calendar renewal dates, since many programs require yearly re-enrollment."
   ],
   "prompt": "I take [DRUG NAME] and pay about $[AMOUNT] per month. My insurance is [commercial / Medicare Part D / Medicaid / uninsured]. Household size [N], income about $[INCOME]. 1) Explain the types of assistance that may apply to my situation (manufacturer patient assistance, copay cards, independent foundations, Extra Help for Medicare), including key restrictions. 2) Tell me what to search for on the Medicine Assistance Tool and NeedyMeds. 3) Draft a checklist of documents and a short note asking my doctor's office to help with the prescriber section.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Use the official program sites. Never pay a company to 'enroll' you in free assistance.",
    "Medicare rules differ: manufacturer copay coupons generally can't be used with Medicare Part D."
   ],
   "sources": [
    "https://medicineassistancetool.org/",
    "https://www.needymeds.org/"
   ],
   "tags": [
    "patient assistance",
    "copay card",
    "prescription costs",
    "NeedyMeds"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Approval can take a few weeks; ask your doctor about samples or a bridge supply."
    ],
    "if_no": [
     "Ask about a lower-cost alternative or generic.",
     "For Medicare, check whether you qualify for Extra Help."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/find-drug-manufacturer-patient-assistance/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/find-drug-manufacturer-patient-assistance.json",
   "category_name": "Medical Bills & Health Insurance",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "medical-bill"
   ],
   "hubs": [
    "lower-prescription-costs"
   ]
  },
  {
   "slug": "cancel-gym-membership-with-ai-letter",
   "title": "Cancel a hard-to-quit gym membership with an AI-drafted letter",
   "category": "subscriptions",
   "featured": false,
   "status": "published",
   "summary": "When a gym makes cancelling difficult, a short, firm written notice drafted with AI (sent with proof of delivery) can end the charges.",
   "result_headline": "Gym cancelled and pending payments waived",
   "time_estimate": "15–20 min",
   "time_minutes": 20,
   "difficulty": "Easy",
   "problem": "Some gyms insist on in-person or certified-mail cancellation, keep billing after you ask, or refuse refunds.",
   "how_ai_helps": "AI can read your contract's cancellation clause, draft a dated cancellation notice, and outline what to do if charges continue.",
   "real_examples": [
    {
     "what_ai_did": "A Reddit user whose gym said cancellation could only be done online (where a pending charge blocked it) had Grok draft a legal-style letter mentioning easier-cancellation rules and a planned Better Business Bureau complaint.",
     "reported_result": "The poster says the gym cancelled the account immediately and waived the pending payments.",
     "source_name": "Reddit r/grok",
     "source_url": "https://www.reddit.com/r/grok/comments/1p5mnw7/grok_helped_me_cancel_my_gym_membership/",
     "date": "2025-11-24",
     "verification": "Self-reported; not independently verified"
    },
    {
     "what_ai_did": "A Tom's Guide writer used ChatGPT and Gemini to cut monthly costs, including drafting cancellation emails for a gym with an 'absolutely no refunds' policy.",
     "reported_result": "She says she got a refund.",
     "source_name": "Tom's Guide (first-person)",
     "source_url": "https://www.tomsguide.com/ai/i-used-ai-to-cut-my-monthly-expenses-without-giving-up-the-things-i-love",
     "date": "2025-06-12",
     "verification": "First-person account published by a news outlet"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Grok",
     "url": "https://grok.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Find your contract or membership terms and the exact cancellation clause (notice period, method, fees).",
    "Ask the AI to draft a short cancellation notice that cites the clause and asks for written confirmation.",
    "Send it the way the contract requires, plus email, and keep proof (a certified mail receipt or screenshot).",
    "If you're charged after the effective date, dispute the charge with your card issuer and include your notice.",
    "Check your state's rules; some states regulate health club contracts and cancellation."
   ],
   "prompt": "I want to cancel my membership at [GYM NAME], member since [DATE]. The contract says: [PASTE CANCELLATION CLAUSE]. I last used it on [DATE] and am charged $[AMOUNT]/month. 1) Tell me exactly what the contract requires (notice period, method, fees). 2) Draft a short, firm, dated cancellation notice asking for written confirmation and no further charges. 3) If I've been charged after cancelling, draft a refund request. 4) List what to say to my card issuer if charges continue. Don't cite laws unless you tell me where to verify them.",
   "caveats": [
    "Don't rely on vague claims about new federal laws; the FTC's 'click-to-cancel' rule was vacated by a federal court in 2025. Check your state's rules instead.",
    "Stopping payment at your bank doesn't cancel the contract itself. Cancel in writing too.",
    "Reported outcomes are self-reported."
   ],
   "sources": [
    "https://www.reddit.com/r/grok/comments/1p5mnw7/grok_helped_me_cancel_my_gym_membership/",
    "https://www.tomsguide.com/ai/i-used-ai-to-cut-my-monthly-expenses-without-giving-up-the-things-i-love",
    "https://www.crowell.com/en/insights/client-alerts/clicking-all-the-right-boxes-ftc-moves-to-revive-click-to-cancel-rule-following-eighth-circuit-vacatur"
   ],
   "tags": [
    "gym membership",
    "cancel",
    "cancellation letter",
    "refund"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Some gyms still require the notice period in the contract, so you may owe one more month."
    ],
    "if_no": [
     "Dispute charges after your cancellation date with your card issuer.",
     "File a complaint with your state attorney general or the BBB."
    ]
   },
   "result_kind": "saving",
   "url": "https://www.cheaperbyai.com/use-cases/cancel-gym-membership-with-ai-letter/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/cancel-gym-membership-with-ai-letter.json",
   "category_name": "Subscriptions & Refunds",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "subscriptions-refunds",
    "everyday-spending"
   ],
   "hubs": [
    "cancel-subscription-get-refund"
   ]
  },
  {
   "slug": "request-app-store-subscription-refund",
   "title": "Request a refund for an App Store or Google Play subscription charge",
   "category": "subscriptions",
   "featured": false,
   "status": "published",
   "summary": "Charges made through Apple or Google must usually be refunded by Apple or Google, not the app. AI can help you write a clear request.",
   "result_headline": null,
   "time_estimate": "5–10 min",
   "time_minutes": 10,
   "difficulty": "Easy",
   "problem": "People ask the app maker for a refund and get told to go to the app store, or don't realize they can ask for accidental renewals.",
   "how_ai_helps": "AI can work out which store billed you, point you to the right refund page, and write a short, specific reason.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Apple: Request a refund",
     "url": "https://support.apple.com/en-us/118223",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "Google Play refunds",
     "url": "https://support.google.com/googleplay/answer/2479637",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Check your card statement or email receipts to see whether Apple, Google or the app itself billed you.",
    "Cancel the subscription first in your device's subscription settings so it doesn't renew again.",
    "Request a refund: Apple through reportaproblem.apple.com; Google Play through its refund request page (Google's self-service window is short, so act fast).",
    "Use a short, factual reason (accidental renewal, didn't use it, charged after cancelling).",
    "If denied, contact the store's support with the order number and evidence."
   ],
   "prompt": "I was charged $[AMOUNT] on [DATE] for [APP / SUBSCRIPTION]. The receipt says it was billed by [Apple / Google Play / the app directly]. [Explain: I forgot to cancel the trial / it renewed after I cancelled / I didn't use it]. 1) Tell me which company I need to ask for a refund and the official page to use. 2) Write a short, polite refund request (under 80 words) with the right details. 3) Tell me how to make sure it doesn't renew again.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Refunds are at Apple's or Google's discretion; they're not guaranteed.",
    "Repeated refund requests can get your account flagged. Only ask when it's genuine."
   ],
   "sources": [
    "https://support.apple.com/en-us/118223",
    "https://support.google.com/googleplay/answer/2479637"
   ],
   "tags": [
    "App Store refund",
    "Google Play refund",
    "subscription",
    "accidental renewal"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Apple and Google usually reply by email within a few days."
    ],
    "if_no": [
     "Reply with more detail or contact support directly.",
     "As a last resort for unauthorized charges, dispute with your card issuer."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/request-app-store-subscription-refund/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/request-app-store-subscription-refund.json",
   "category_name": "Subscriptions & Refunds",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "subscriptions-refunds"
   ],
   "hubs": [
    "cancel-subscription-get-refund"
   ]
  },
  {
   "slug": "ask-for-prorated-refund-annual-plan",
   "title": "Ask for a prorated refund on an annual plan you no longer use",
   "category": "subscriptions",
   "featured": false,
   "status": "published",
   "summary": "Annual subscriptions often auto-renew. If you cancel early or just after a renewal, a clear request can get some or all of the money back.",
   "result_headline": null,
   "time_estimate": "10–15 min",
   "time_minutes": 15,
   "difficulty": "Easy",
   "problem": "Annual renewals are large, easy to miss, and many companies won't refund unless you ask.",
   "how_ai_helps": "AI can read the terms, calculate a fair prorated amount, and write a polite request that's hard to dismiss.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Find the terms of service section on cancellation and refunds, and the renewal date.",
    "Note when you last used the service and when you noticed the renewal.",
    "Ask the AI to calculate a prorated amount and draft a request asking for a full refund (if just renewed) or a prorated one.",
    "Send it through support chat or email and ask for the result in writing.",
    "Turn off auto-renew right away, whatever the answer."
   ],
   "prompt": "My annual subscription to [SERVICE] renewed on [DATE] for $[AMOUNT]. I noticed on [DATE] and haven't used it since [DATE]. The terms say: [PASTE REFUND / CANCELLATION TERMS]. 1) Tell me what the terms allow. 2) Calculate a fair prorated refund for the unused months. 3) Draft a short, friendly request asking for a full refund since I haven't used it since renewal, or a prorated refund if not. 4) Give me a follow-up line if they offer only credit.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Some states have automatic-renewal laws requiring renewal reminders. Check your state's rules before citing them.",
    "Asking politely and quickly (within days of renewal) usually works best."
   ],
   "sources": [
    "https://www.ftc.gov/legal-library/browse/rules/negative-option-rule"
   ],
   "tags": [
    "annual subscription",
    "prorated refund",
    "auto-renewal",
    "cancel"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Many companies refund a renewal you report within a few days; later requests often get credit instead."
    ],
    "if_no": [
     "Ask for account credit or a downgrade.",
     "If you were never told about the renewal, ask your card issuer about a dispute."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/ask-for-prorated-refund-annual-plan/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/ask-for-prorated-refund-annual-plan.json",
   "category_name": "Subscriptions & Refunds",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "subscriptions-refunds"
   ],
   "hubs": []
  },
  {
   "slug": "track-free-trials-before-they-charge",
   "title": "Track free trials so they never turn into charges",
   "category": "subscriptions",
   "featured": false,
   "status": "published",
   "summary": "Use AI to build a trial tracker from your sign-up emails, with cancel-by dates and direct cancellation links.",
   "result_headline": null,
   "time_estimate": "10 min",
   "time_minutes": 10,
   "difficulty": "Easy",
   "problem": "Free trials convert into paid subscriptions automatically, often with a single reminder or none.",
   "how_ai_helps": "AI can pull trial details from confirmation emails, calculate cancel-by dates (a day or two early), and draft calendar reminders.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Search your inbox for 'trial', 'free for', and 'your subscription will begin'.",
    "Paste the confirmation emails (with personal info removed) into a chatbot and ask for a table of service, start date, charge date and price.",
    "Add a calendar reminder two days before each charge date.",
    "Cancel any you won't keep right away; many services let you keep using the trial until it ends.",
    "Consider a virtual card or card lock for trials if your bank offers one."
   ],
   "prompt": "Here are confirmation emails for free trials I've signed up for (personal details removed): [PASTE]. Build a table with: service, trial start date, date the first charge happens, price after the trial, and how to cancel (where in the app or site). Then give me calendar reminder text for two days before each charge date, and flag any trial that says it can't be cancelled until it ends.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Free-trial offers must disclose terms clearly; report deceptive ones to the FTC.",
    "Cancelling early sometimes ends access immediately; check before you cancel."
   ],
   "sources": [
    "https://consumer.ftc.gov/articles/getting-and-out-free-trials-auto-renewals-and-negative-option-subscriptions",
    "https://www.ftc.gov/legal-library/browse/rules/negative-option-rule"
   ],
   "tags": [
    "free trial",
    "subscription tracker",
    "auto-renewal",
    "reminder"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Most services send the first charge on the exact end date of the trial."
    ],
    "if_no": [
     "If charged after cancelling, ask for a refund with your cancellation screenshot.",
     "Dispute with your card issuer if the merchant won't help."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/track-free-trials-before-they-charge/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/track-free-trials-before-they-charge.json",
   "category_name": "Subscriptions & Refunds",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "subscriptions-refunds"
   ],
   "hubs": []
  },
  {
   "slug": "get-retention-offer-before-cancelling",
   "title": "Get a retention discount before you cancel a subscription",
   "category": "subscriptions",
   "featured": false,
   "status": "published",
   "summary": "Many services offer a discount, pause or cheaper tier when you start to cancel. AI can script the ask and help you decide.",
   "result_headline": null,
   "time_estimate": "10 min",
   "time_minutes": 10,
   "difficulty": "Easy",
   "problem": "People either keep paying full price or cancel outright, missing the discounts companies offer to keep customers.",
   "how_ai_helps": "AI can write a short script, tell you what alternatives to ask for (pause, downgrade, annual discount), and help you decide whether an offer is worth it.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Decide your walk-away point: what price or plan would make it worth keeping.",
    "Start the cancellation flow online or contact support; many services show offers during this flow.",
    "Use the AI script to ask about pauses, lower tiers or loyalty pricing.",
    "If you accept an offer, note when it ends and set a reminder.",
    "If no good offer comes, finish cancelling and save the confirmation."
   ],
   "prompt": "I pay $[PRICE]/month for [SERVICE] and use it about [HOW OFTEN]. I'd keep it at $[TARGET] or less. 1) Write a short, friendly script for chat or phone asking about retention discounts, a pause, or a cheaper tier. 2) Tell me the questions to ask about when the discount ends and what price it goes back to. 3) Help me decide: given my usage, is keeping it at a discount actually worth it?",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "A discount on something you don't use is still a cost. Be honest about usage.",
    "Offers aren't guaranteed and vary by account."
   ],
   "sources": [
    "https://www.tomsguide.com/ai/i-used-ai-to-cut-my-monthly-expenses-without-giving-up-the-things-i-love"
   ],
   "tags": [
    "retention offer",
    "cancel subscription",
    "discount",
    "downgrade"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Offers commonly last a few months; the price then returns to normal."
    ],
    "if_no": [
     "Cancel and resubscribe later if you need it; win-back offers are common.",
     "Rotate services instead of keeping all of them."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/get-retention-offer-before-cancelling/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/get-retention-offer-before-cancelling.json",
   "category_name": "Subscriptions & Refunds",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "subscriptions-refunds"
   ],
   "hubs": []
  },
  {
   "slug": "find-subscriptions-hidden-in-app-stores-paypal",
   "title": "Find subscriptions hiding in Apple, Google, PayPal and Amazon accounts",
   "category": "subscriptions",
   "featured": false,
   "status": "published",
   "summary": "Some subscriptions don't show up clearly on bank statements because they're billed through Apple, Google, PayPal or Amazon. Here's where to look.",
   "result_headline": null,
   "time_estimate": "15 min",
   "time_minutes": 15,
   "difficulty": "Easy",
   "problem": "A card statement may just say 'Apple.com/bill' or 'PayPal', hiding several separate subscriptions.",
   "how_ai_helps": "AI can turn the lists from each account's subscription page into one table, sorted by cost and how often you use each.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Apple: Cancel a subscription",
     "url": "https://support.apple.com/en-us/118428",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "Google Play: Cancel a subscription",
     "url": "https://support.google.com/googleplay/answer/7018481",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Apple: Settings > your name > Subscriptions. Google Play: Play Store > profile > Payments & subscriptions.",
    "PayPal: Settings > Payments > Manage automatic payments. Amazon: Your Memberships & Subscriptions.",
    "Copy each list into a chatbot and ask for one table with price, billing cycle and next charge date.",
    "Cancel what you don't use from each platform's page."
   ],
   "prompt": "Here are the subscription lists from my Apple, Google Play, PayPal and Amazon accounts: [PASTE]. Combine them into one table with service, platform, price, billing cycle, next charge date and yearly cost. Sort by yearly cost. Then flag duplicates (for example, the same service billed in two places) and ask me which ones I actually use so we can make a cancel list.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Cancelling the app doesn't cancel the subscription; cancel it on the platform that bills you."
   ],
   "sources": [
    "https://support.apple.com/en-us/118428",
    "https://support.google.com/googleplay/answer/7018481",
    "https://www.amazon.com/gp/help/customer/display.html?nodeId=GFVJWQ5G5J3FNWZL"
   ],
   "tags": [
    "Apple subscriptions",
    "Google Play subscriptions",
    "PayPal automatic payments",
    "Amazon subscriptions"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Cancelling usually takes effect at the end of the current billing period."
    ],
    "if_no": [
     "If something keeps billing, ask the platform's support for help and a refund."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/find-subscriptions-hidden-in-app-stores-paypal/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/find-subscriptions-hidden-in-app-stores-paypal.json",
   "category_name": "Subscriptions & Refunds",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "subscriptions-refunds"
   ],
   "hubs": []
  },
  {
   "slug": "rotate-streaming-services-to-save",
   "title": "Rotate streaming services instead of paying for all of them",
   "category": "subscriptions",
   "featured": false,
   "status": "published",
   "summary": "Keep one or two streaming services at a time and rotate by month based on what you want to watch. AI can plan the rotation.",
   "result_headline": null,
   "time_estimate": "15 min",
   "time_minutes": 15,
   "difficulty": "Easy",
   "problem": "Many households pay for several streaming services at once but only watch one or two in a given month.",
   "how_ai_helps": "AI can map what you want to watch to each service, plan a month-by-month rotation, and remind you when to cancel and resubscribe.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "List your services, their monthly prices and the shows you want to watch soon.",
    "Ask the AI to group shows by service and plan a rotation so you subscribe to one or two at a time.",
    "Check whether bundles you already have (through a phone plan or another service) include any of them.",
    "Set calendar reminders to cancel before each renewal date."
   ],
   "prompt": "I subscribe to [LIST SERVICES WITH MONTHLY PRICES]. Shows and sports we want to watch in the next six months: [LIST]. 1) Tell me which service each is on (and tell me to verify, since catalogs change). 2) Plan a month-by-month rotation keeping at most [1–2] services at a time. 3) Estimate the savings versus keeping everything, using only the prices I gave. 4) Give me reminder text for each cancel date.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Catalogs and prices change often; check each service's site.",
    "Some annual plans are cheaper per month than rotating; compare both."
   ],
   "sources": [
    "https://www.tomsguide.com/ai/i-used-ai-to-cut-my-monthly-expenses-without-giving-up-the-things-i-love"
   ],
   "tags": [
    "streaming",
    "Netflix",
    "rotate subscriptions",
    "cord cutting"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Most streaming services let you keep watching until the end of the paid month after cancelling."
    ],
    "if_no": [
     "Look for ad-supported tiers or bundles you already pay for."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/rotate-streaming-services-to-save/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/rotate-streaming-services-to-save.json",
   "category_name": "Subscriptions & Refunds",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "subscriptions-refunds"
   ],
   "hubs": []
  },
  {
   "slug": "stop-recurring-charge-through-your-bank",
   "title": "Stop a recurring charge that won't stop, through your bank or card issuer",
   "category": "subscriptions",
   "featured": false,
   "status": "published",
   "summary": "If a company keeps charging after you cancel, you can ask your bank or card issuer to stop it. AI can help you write both requests.",
   "result_headline": null,
   "time_estimate": "20 min",
   "time_minutes": 20,
   "difficulty": "Easy",
   "problem": "Some merchants ignore cancellations, and people don't know they can revoke authorization with their bank.",
   "how_ai_helps": "AI can draft a revocation notice to the merchant, a stop-payment request to your bank, and a dispute for charges already taken.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "CFPB: Submit a complaint",
     "url": "https://www.consumerfinance.gov/complaint/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Cancel with the merchant in writing first and keep proof.",
    "Tell the merchant in writing that you revoke authorization for future charges.",
    "Contact your bank or card issuer: for bank-account debits, ask about a stop payment and give them a copy of your revocation; for cards, ask to block the merchant or dispute charges.",
    "Watch statements for the next two months and dispute any further charges promptly.",
    "If the bank won't help, file a complaint with the CFPB."
   ],
   "prompt": "[MERCHANT] keeps charging $[AMOUNT] to my [debit card / credit card / bank account] after I cancelled on [DATE] by [METHOD]. 1) Draft a short letter to the merchant revoking authorization for future charges. 2) Draft a message to my bank or card issuer asking to stop future payments and dispute the charges since [DATE]. 3) List the evidence I should attach. 4) Explain what the CFPB says about stopping automatic payments, and tell me to verify it on its site.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Stopping payment doesn't cancel a contract; you may still owe money if you're under contract.",
    "Banks may charge a stop-payment fee; ask first."
   ],
   "sources": [
    "https://www.consumerfinance.gov/ask-cfpb/how-do-i-stop-automatic-payments-from-my-bank-account-en-2023/",
    "https://www.consumerfinance.gov/complaint/"
   ],
   "tags": [
    "stop payment",
    "recurring charge",
    "revoke authorization",
    "CFPB"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Banks usually need a few business days to put a stop payment in place."
    ],
    "if_no": [
     "File a CFPB complaint.",
     "Ask for a new card number as a last resort (update legitimate billers)."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/stop-recurring-charge-through-your-bank/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/stop-recurring-charge-through-your-bank.json",
   "category_name": "Subscriptions & Refunds",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "subscriptions-refunds"
   ],
   "hubs": [
    "cancel-subscription-get-refund",
    "bank-fee-refund"
   ]
  },
  {
   "slug": "check-irs-for-unclaimed-tax-refund",
   "title": "Check whether the IRS owes you a refund from a year you didn't file",
   "category": "unclaimed-money",
   "featured": false,
   "status": "published",
   "summary": "If you didn't file a return in a year when tax was withheld, you may be owed a refund, but only for about three years.",
   "result_headline": null,
   "time_estimate": "1–2 hrs",
   "time_minutes": 90,
   "difficulty": "Medium",
   "problem": "People with low income, part-time jobs or students often skip filing, not realizing tax was withheld and they're owed money back.",
   "how_ai_helps": "AI can check which years are still claimable, explain which forms you need, and help you gather old W-2s and 1099s through your IRS online account.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "IRS online account",
     "url": "https://www.irs.gov/payments/your-online-account",
     "cost": "Free (identity verification required)",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "IRS: Where's My Refund?",
     "url": "https://www.irs.gov/wheres-my-refund",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "List the years you didn't file and whether you had a job with withholding.",
    "Get old wage and income transcripts from your IRS online account (free) if you don't have the W-2s.",
    "Ask the AI which years are still within the roughly three-year window and which credits (like the EITC) might apply.",
    "File the old return using that year's forms (prior-year returns usually have to be mailed or filed through a preparer).",
    "Track it with the IRS 'Where's My Refund?' tool."
   ],
   "prompt": "I didn't file federal tax returns for [YEARS]. In those years I worked at [JOB TYPE] and had about $[INCOME] in income with federal tax withheld (from W-2s or transcripts). 1) Tell me which years are still within the IRS deadline to claim a refund, and how the deadline works. 2) List the forms and documents I need for each year. 3) Tell me which credits I should check (like the EITC) based on my situation. 4) Explain why a refund might be held (for example, other unfiled years) and what to do. Point me to IRS pages to confirm.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Refunds not claimed within the deadline generally become Treasury property. For tax year 2022 the deadline was April 15, 2026.",
    "The IRS may hold a refund if later returns are also unfiled, or use it to pay debts you owe."
   ],
   "sources": [
    "https://www.irs.gov/newsroom/time-is-running-out-to-claim-1-point-2-billion-in-refunds-for-tax-year-2022-taxpayers-face-april-15-deadline",
    "https://www.irs.gov/payments/your-online-account",
    "https://www.irs.gov/wheres-my-refund"
   ],
   "tags": [
    "IRS",
    "unclaimed refund",
    "unfiled return",
    "tax refund"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Paper returns for prior years can take several months to process."
    ],
    "if_no": [
     "Ask a free VITA site to help prepare prior-year returns.",
     "Call the IRS if a refund is held or offset."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/check-irs-for-unclaimed-tax-refund/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/check-irs-for-unclaimed-tax-refund.json",
   "category_name": "Unclaimed Money",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "money-owed-to-me"
   ],
   "hubs": [
    "find-unclaimed-money"
   ]
  },
  {
   "slug": "claim-lost-or-matured-savings-bonds",
   "title": "Claim lost or matured US savings bonds through TreasuryDirect",
   "category": "unclaimed-money",
   "featured": false,
   "status": "published",
   "summary": "Paper savings bonds stop earning interest after maturity, and lost bonds can still be replaced or cashed. AI can help you through the forms.",
   "result_headline": null,
   "time_estimate": "30–60 min",
   "time_minutes": 60,
   "difficulty": "Medium",
   "problem": "Families often have old paper bonds tucked away, or lost ones they've forgotten, that stopped earning interest years ago.",
   "how_ai_helps": "AI can explain the bond types, help you fill out the right TreasuryDirect form, and tell you what details to look for in old records.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "TreasuryDirect: Lost, stolen or destroyed EE/I bonds",
     "url": "https://treasurydirect.gov/savings-bonds/manage-bonds/lost-stolen-destroyed-ee-or-i-bonds/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Gather what you know: owner names, approximate issue dates, bond type (EE, I, HH) and denominations. Old tax records or bank statements can help.",
    "If you have the paper bonds, check the maturity date; matured bonds no longer earn interest and can be cashed.",
    "For lost, stolen or destroyed bonds, complete FS Form 1048; it must be signed in front of an authorized certifying individual (the form explains who qualifies) and mailed to Treasury.",
    "If you're claiming bonds for a deceased owner, ask the AI which additional form and documents apply, then confirm on TreasuryDirect.",
    "Keep copies of everything you mail."
   ],
   "prompt": "I'm trying to claim US savings bonds. What I know: owner(s) [NAMES], bond type [EE / I / HH / unsure], approximate issue years [YEARS], approximate amounts [AMOUNTS], and [I have the paper bonds / they're lost / the owner died]. 1) Explain what likely happened to these bonds (still earning interest or matured). 2) Tell me which TreasuryDirect form(s) I need and how to fill out each section. 3) List documents I'll need. 4) Point me to the exact TreasuryDirect pages to confirm.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Treasury Hunt, the old online search tool, was discontinued on September 30, 2025, so you now file a claim directly.",
    "Treasury never charges a fee to replace or cash bonds; avoid paid 'bond finder' services."
   ],
   "sources": [
    "https://www.treasurydirect.gov/savings-bonds/treasury-hunt/",
    "https://treasurydirect.gov/savings-bonds/manage-bonds/lost-stolen-destroyed-ee-or-i-bonds/",
    "https://www.treasurydirect.gov/forms/sav1048.pdf"
   ],
   "tags": [
    "savings bonds",
    "TreasuryDirect",
    "FS Form 1048",
    "matured bonds"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Paper claims are processed by mail and can take months."
    ],
    "if_no": [
     "Call TreasuryDirect if you're unsure which form applies.",
     "Check your state unclaimed property site too; some bond proceeds end up there."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/claim-lost-or-matured-savings-bonds/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/claim-lost-or-matured-savings-bonds.json",
   "category_name": "Unclaimed Money",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "money-owed-to-me"
   ],
   "hubs": [
    "find-unclaimed-money"
   ]
  },
  {
   "slug": "search-fdic-failed-bank-unclaimed-deposits",
   "title": "Search the FDIC for unclaimed deposits from a failed bank",
   "category": "unclaimed-money",
   "featured": false,
   "status": "published",
   "summary": "If your old bank failed, the FDIC may still hold your deposit or check. Search its free database, then your state's.",
   "result_headline": null,
   "time_estimate": "10–15 min",
   "time_minutes": 15,
   "difficulty": "Easy",
   "problem": "When a bank fails, insured deposits that nobody claims sit with the FDIC for a while and are then sent to state unclaimed property offices.",
   "how_ai_helps": "AI can help you list old banks you or a relative used, check which ones failed, and draft the claim paperwork.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "FDIC unclaimed funds search",
     "url": "https://closedbanks.fdic.gov/funds/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "List every bank you or a deceased relative used, including old names and cities.",
    "Search the FDIC's unclaimed funds database by your name or the failed bank's name.",
    "If there's no match, check your state's unclaimed property site, since unclaimed FDIC deposits are generally transferred to the state after about 18 months.",
    "Follow the FDIC's claim instructions and send the documents it asks for."
   ],
   "prompt": "I may have had money at a bank that failed. Banks I or my relative used: [LIST BANK NAMES, CITIES, YEARS]. 1) Tell me how to check whether each one failed and where its records went (using the FDIC's bank-failure resources). 2) Explain how FDIC unclaimed funds work and when they move to the state. 3) List the documents a claimant usually needs, and what extra applies if the account holder has died.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "The FDIC search is free. Never pay a fee to a third party to claim it.",
    "For failed credit unions, use the NCUA instead."
   ],
   "sources": [
    "https://closedbanks.fdic.gov/funds/",
    "https://www.fdic.gov/bank-failures/unclaimed-deposits-information-1"
   ],
   "tags": [
    "FDIC",
    "failed bank",
    "unclaimed deposits"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "If you find a match, the FDIC will ask for identification and proof of ownership."
    ],
    "if_no": [
     "Search state unclaimed property sites (see the related entry).",
     "Check the NCUA for failed credit unions."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/search-fdic-failed-bank-unclaimed-deposits/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/search-fdic-failed-bank-unclaimed-deposits.json",
   "category_name": "Unclaimed Money",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "money-owed-to-me"
   ],
   "hubs": [
    "find-unclaimed-money"
   ]
  },
  {
   "slug": "search-ncua-failed-credit-union-deposits",
   "title": "Search the NCUA for unclaimed deposits from a closed credit union",
   "category": "unclaimed-money",
   "featured": false,
   "status": "published",
   "summary": "Credit unions that closed may leave unclaimed shares behind. The NCUA lists them for free.",
   "result_headline": null,
   "time_estimate": "10 min",
   "time_minutes": 10,
   "difficulty": "Easy",
   "problem": "People forget small balances at credit unions that later closed or merged.",
   "how_ai_helps": "AI can help you reconstruct which credit unions you used and walk you through the NCUA's claim process.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "NCUA unclaimed deposits",
     "url": "https://ncua.gov/support-services/conservatorships-liquidations/unclaimed-deposits",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "List credit unions you or a relative belonged to, including employer or school credit unions.",
    "Check the NCUA's unclaimed deposits page for your credit union and name.",
    "Follow its claim instructions, and check your state unclaimed property site too."
   ],
   "prompt": "I may have had money at a credit union that closed. Credit unions I or my relative used: [NAMES, CITIES, YEARS]. 1) Explain how the NCUA handles unclaimed deposits from liquidated credit unions. 2) Tell me how to search and what to do if I find a match. 3) List documents I'll likely need. 4) Tell me where else to look if there's no match.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Claiming is free. Ignore anyone asking for a fee."
   ],
   "sources": [
    "https://ncua.gov/support-services/conservatorships-liquidations/unclaimed-deposits"
   ],
   "tags": [
    "NCUA",
    "credit union",
    "unclaimed deposits"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Matches require proof of identity and ownership."
    ],
    "if_no": [
     "Search your state unclaimed property site.",
     "Ask the credit union that merged with yours, if any."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/search-ncua-failed-credit-union-deposits/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/search-ncua-failed-credit-union-deposits.json",
   "category_name": "Unclaimed Money",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "money-owed-to-me"
   ],
   "hubs": []
  },
  {
   "slug": "check-hud-fha-mortgage-insurance-refund",
   "title": "Check if HUD owes you an FHA mortgage insurance refund",
   "category": "unclaimed-money",
   "featured": false,
   "status": "published",
   "summary": "If you had an FHA-insured mortgage, you may be owed a refund of part of the upfront mortgage insurance premium. HUD's lookup is free.",
   "result_headline": null,
   "time_estimate": "10 min",
   "time_minutes": 10,
   "difficulty": "Easy",
   "problem": "Some FHA borrowers who paid off or refinanced their loans are owed premium refunds they never claimed.",
   "how_ai_helps": "AI can explain how FHA premium refunds work and help you prepare the details HUD asks for.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "HUD: Does HUD owe you a refund?",
     "url": "https://entp.hud.gov/dsrs/refunds/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Find your FHA case number or old closing papers if you have them.",
    "Search HUD's 'Does HUD Owe You A Refund?' page by last name or case number.",
    "If you find a match, follow HUD's instructions (it lists a phone number and the forms to submit).",
    "Ask the AI to explain any form you don't understand."
   ],
   "prompt": "I had an FHA mortgage on [PROPERTY CITY, STATE] from [YEAR] to [YEAR], which ended by [payoff / refinance / sale]. 1) Explain in plain English when FHA borrowers may be owed an upfront mortgage insurance premium refund. 2) Tell me how to search HUD's official refund tool and what information to have ready. 3) Explain the next steps if I find a match.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "HUD's lookup is free. Be wary of tracing companies that ask for a share of your refund."
   ],
   "sources": [
    "https://entp.hud.gov/dsrs/refunds/"
   ],
   "tags": [
    "HUD",
    "FHA refund",
    "mortgage insurance premium"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "HUD may ask for an application form and proof of identity."
    ],
    "if_no": [
     "If you believe you're owed one but don't appear, contact HUD using the details on its refund page."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/check-hud-fha-mortgage-insurance-refund/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/check-hud-fha-mortgage-insurance-refund.json",
   "category_name": "Unclaimed Money",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "money-owed-to-me"
   ],
   "hubs": []
  },
  {
   "slug": "claim-back-wages-dol-workers-owed-wages",
   "title": "Search for back wages the Labor Department recovered for you",
   "category": "unclaimed-money",
   "featured": false,
   "status": "published",
   "summary": "The US Department of Labor recovers back wages from employers and holds some for workers it can't find. Search its free database.",
   "result_headline": null,
   "time_estimate": "10 min",
   "time_minutes": 10,
   "difficulty": "Easy",
   "problem": "Former workers often don't know the Labor Department recovered wages on their behalf after an investigation.",
   "how_ai_helps": "AI can help you list former employers and explain the search and claim steps.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "DOL: Workers Owed Wages",
     "url": "https://webapps.dol.gov/wow/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "List former employers (business names and cities), especially jobs where you think pay was short.",
    "Search the Labor Department's Workers Owed Wages tool by employer name.",
    "If there's a match, follow the instructions to submit your claim.",
    "If you think you're owed wages that weren't investigated, ask the AI to help prepare a complaint to the Wage and Hour Division."
   ],
   "prompt": "I want to check whether I'm owed back wages. Former employers: [LIST NAMES, CITIES, DATES]. 1) Explain how the Labor Department's Workers Owed Wages search works and what details to have ready. 2) If I don't find anything but believe I was underpaid (for example, unpaid overtime), explain how to file a complaint with the Wage and Hour Division and what records to gather.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Searching and claiming is free. The Labor Department doesn't charge workers."
   ],
   "sources": [
    "https://webapps.dol.gov/wow/"
   ],
   "tags": [
    "back wages",
    "Department of Labor",
    "unpaid wages",
    "Workers Owed Wages"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "The Labor Department verifies identity before paying."
    ],
    "if_no": [
     "Check your state labor department for state wage claims."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/claim-back-wages-dol-workers-owed-wages/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/claim-back-wages-dol-workers-owed-wages.json",
   "category_name": "Unclaimed Money",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "money-owed-to-me"
   ],
   "hubs": []
  },
  {
   "slug": "check-sec-fair-fund-investor-distributions",
   "title": "Check SEC distributions to harmed investors (Fair Funds)",
   "category": "unclaimed-money",
   "featured": false,
   "status": "published",
   "summary": "When the SEC penalizes firms, it sometimes returns money to harmed investors. AI can help you check whether you're eligible.",
   "result_headline": null,
   "time_estimate": "20–30 min",
   "time_minutes": 30,
   "difficulty": "Medium",
   "problem": "Investors may be owed money from SEC cases involving their broker or a fund they held and never hear about it.",
   "how_ai_helps": "AI can scan the cases you're likely affected by (based on brokers and funds you've owned) and explain the claim instructions.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "SEC: Distributions to harmed investors",
     "url": "https://www.sec.gov/enforcement-litigation/distributions-harmed-investors",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "List brokers, advisers and funds you've used, with approximate years.",
    "Browse the SEC's 'Distributions to Harmed Investors' page and the case notices.",
    "Ask the AI to explain whether a case's eligibility rules match your holdings.",
    "File only through the official claims administrator named in the SEC notice."
   ],
   "prompt": "I've used these brokers, advisers and funds: [LIST WITH YEARS]. Here's the text of an SEC distribution notice I found: [PASTE]. 1) Explain in plain English who is eligible and how the distribution works. 2) Tell me whether my holdings appear to fit, and what documents prove it. 3) Identify the official claims administrator named in the notice so I don't fall for imposters.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Many SEC distributions are paid automatically to identified investors; others need a claim.",
    "Scammers impersonate SEC claims administrators. Check names against the SEC's own page."
   ],
   "sources": [
    "https://www.sec.gov/enforcement-litigation/distributions-harmed-investors",
    "https://www.investor.gov/introduction-investing/general-resources/news-alerts/alerts-bulletins/investor-bulletins/investor-bulletin-how-victims-securities-law-violations-may-recover-money-1"
   ],
   "tags": [
    "SEC",
    "Fair Fund",
    "harmed investors",
    "investor refund"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Distributions can take years from settlement to payment."
    ],
    "if_no": [
     "Check class-action settlements involving the same firm (see the related entry)."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/check-sec-fair-fund-investor-distributions/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/check-sec-fair-fund-investor-distributions.json",
   "category_name": "Unclaimed Money",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "money-owed-to-me"
   ],
   "hubs": []
  },
  {
   "slug": "shop-home-insurance-renewal-with-ai",
   "title": "Beat a home insurance renewal price hike with AI-guided shopping",
   "category": "insurance",
   "featured": false,
   "status": "published",
   "summary": "When your renewal jumps, ask AI what to adjust (deductible, coverage details) and how to negotiate, then compare real quotes.",
   "result_headline": "Home insurance renewal £190 cheaper",
   "time_estimate": "45–90 min",
   "time_minutes": 60,
   "difficulty": "Medium",
   "problem": "Home insurance renewals often rise sharply, and people renew on autopilot.",
   "how_ai_helps": "AI can explain which levers change the price, help you request comparable quotes, and write what to say to your current insurer.",
   "real_examples": [
    {
     "what_ai_did": "A UK mum received a home insurance renewal of £517 (up from £360). After price comparison sites quoted similar amounts, she asked ChatGPT how to get a better price; it suggested adjusting quote details like the excess, negotiating with her provider, and what to say on the phone.",
     "reported_result": "She says she got a policy with a new provider for £327, saving £190, and used the same approach to save £100 on each of two car policies.",
     "source_name": "Netmums",
     "source_url": "https://www.netmums.com/life/money-and-debt/im-a-busy-mum-of-two-heres-how-i-used-chat-gtp-to-save-500-on-my-household-bills",
     "date": "2025-04-16",
     "verification": "Consumer's account reported by a parenting site; not independently verified"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Triple-I: Ways to lower homeowners insurance costs",
     "url": "https://www.iii.org/article/12-ways-to-lower-your-homeowners-insurance-costs",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Get your current declarations page and the renewal offer; note coverage limits, deductible and discounts.",
    "Ask the AI which factors you can change (deductible, bundling, security devices, claims-free discounts) and what you shouldn't cut.",
    "Get 2–3 quotes for the same coverage from other insurers or an independent agent.",
    "Call your current insurer with the best comparable quote and ask them to review your price.",
    "Switch only after the new policy is active, so there's no gap in coverage."
   ],
   "prompt": "My home insurance renewal went from $[OLD PREMIUM] to $[NEW PREMIUM]. Here's my declarations page with personal details removed: [PASTE]. 1) Explain what drives this price and which levers I can change safely (deductible, discounts, coverage details), and what I shouldn't cut. 2) Tell me exactly what coverage details to keep identical when getting comparison quotes. 3) Write a short call script asking my insurer to review my price, using a competing quote of $[QUOTE] if I have one. Don't guess insurer prices.",
   "caveats": [
    "Raising your deductible lowers premiums but means paying more yourself if you claim. Make sure you could afford it.",
    "Cheaper isn't better if coverage is thinner. Compare dwelling limits, replacement cost vs actual cash value, and exclusions.",
    "The example below is UK-based; US markets and rules differ by state."
   ],
   "sources": [
    "https://www.netmums.com/life/money-and-debt/im-a-busy-mum-of-two-heres-how-i-used-chat-gtp-to-save-500-on-my-household-bills",
    "https://www.iii.org/article/12-ways-to-lower-your-homeowners-insurance-costs"
   ],
   "tags": [
    "home insurance",
    "renewal",
    "premium increase",
    "homeowners"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Current insurers sometimes re-rate you when you mention a competing quote."
    ],
    "if_no": [
     "Ask an independent agent to shop several insurers.",
     "Check your state's FAIR plan or insurance department if you're struggling to find coverage."
    ]
   },
   "result_kind": "saving",
   "url": "https://www.cheaperbyai.com/use-cases/shop-home-insurance-renewal-with-ai/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/shop-home-insurance-renewal-with-ai.json",
   "category_name": "Insurance Shopping",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "insurance"
   ],
   "hubs": []
  },
  {
   "slug": "compare-renters-insurance-quotes",
   "title": "Pick a renters insurance policy that actually covers your stuff",
   "category": "insurance",
   "featured": false,
   "status": "published",
   "summary": "Renters insurance is often cheap, but coverage varies. Have AI compare quotes on personal property, liability and deductibles.",
   "result_headline": null,
   "time_estimate": "20–30 min",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "Renters often skip coverage or buy the cheapest policy without checking replacement cost or liability limits.",
   "how_ai_helps": "AI can help you estimate what your belongings are worth, compare quotes like-for-like, and flag gaps like actual-cash-value payouts.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Triple-I: Renters insurance",
     "url": "https://www.iii.org/article/renters-insurance",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Estimate what it would cost to replace your belongings (walk through each room).",
    "Get 2–3 quotes with the same personal property limit, liability limit and deductible.",
    "Ask the AI to compare replacement cost vs actual cash value, liability, loss of use and exclusions (like floods).",
    "Ask about bundling discounts with auto insurance."
   ],
   "prompt": "I rent a [UNIT TYPE] in [CITY, STATE]. My belongings would cost about $[ESTIMATE] to replace. Here are quotes I received: [PASTE QUOTES WITH LIMITS, DEDUCTIBLES, PRICES]. 1) Compare them in a table: personal property limit, replacement cost or actual cash value, liability, loss of use, deductible and price. 2) Flag gaps or exclusions to ask about (flood, earthquake, high-value items). 3) Recommend which to ask follow-up questions about and why.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Standard renters policies typically don't cover flood damage.",
    "Valuable items like jewelry may need extra coverage."
   ],
   "sources": [
    "https://www.iii.org/article/renters-insurance"
   ],
   "tags": [
    "renters insurance",
    "personal property",
    "liability",
    "compare quotes"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Quotes are usually instant online; prices vary a lot between insurers for the same coverage."
    ],
    "if_no": [
     "Ask an independent agent to shop several insurers.",
     "Check bundling with your auto policy."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/compare-renters-insurance-quotes/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/compare-renters-insurance-quotes.json",
   "category_name": "Insurance Shopping",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "insurance"
   ],
   "hubs": []
  },
  {
   "slug": "estimate-term-life-insurance-need",
   "title": "Work out how much term life insurance you actually need",
   "category": "insurance",
   "featured": false,
   "status": "published",
   "summary": "Use AI to run a needs-based calculation (income replacement, debts, final expenses) instead of a rule of thumb, then compare term quotes.",
   "result_headline": null,
   "time_estimate": "30–45 min",
   "time_minutes": 45,
   "difficulty": "Medium",
   "problem": "People either skip life insurance or buy far more (or the wrong type) than their family needs.",
   "how_ai_helps": "AI can walk through a needs-based calculation step by step, subtract existing coverage, and explain term vs permanent policies in plain English.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Triple-I: How much life insurance do I need?",
     "url": "https://www.iii.org/article/how-much-life-insurance-do-i-need",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "List who depends on your income, your debts (mortgage, loans), future costs (childcare, college) and existing coverage (like work policies).",
    "Ask the AI to run a needs-based estimate and show its math.",
    "Choose a term length that covers the years your dependents rely on you.",
    "Get quotes from several insurers or an independent agent for the same amount and term.",
    "Check the insurer and agent are licensed in your state."
   ],
   "prompt": "Help me estimate how much term life insurance I need. Details: age [AGE], annual income $[INCOME], dependents [LIST WITH AGES], mortgage balance $[X], other debts $[Y], savings $[Z], existing life insurance $[W] (including through work). Goals: [e.g. replace income until youngest is 22, pay off mortgage, fund college]. 1) Walk through a needs-based calculation step by step and show the math. 2) Suggest a term length. 3) Explain term vs permanent life insurance in plain English and when each makes sense. 4) List questions to ask when comparing quotes.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Work-provided coverage usually ends when you leave the job.",
    "Permanent (whole or universal) life policies cost much more; make sure the extra cost is justified for your situation.",
    "AI isn't a licensed agent; verify with a licensed professional before buying."
   ],
   "sources": [
    "https://www.iii.org/article/how-much-life-insurance-do-i-need"
   ],
   "tags": [
    "life insurance",
    "term life",
    "coverage amount",
    "dependents"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Term quotes usually require a health questionnaire and sometimes a medical exam."
    ],
    "if_no": [
     "If you're declined or rated up, ask an independent agent about other insurers.",
     "Check group coverage through work as a supplement, not a replacement."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/estimate-term-life-insurance-need/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/estimate-term-life-insurance-need.json",
   "category_name": "Insurance Shopping",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "insurance"
   ],
   "hubs": []
  },
  {
   "slug": "compare-pet-insurance-policies",
   "title": "Compare pet insurance policies (and decide if it's worth it)",
   "category": "insurance",
   "featured": false,
   "status": "published",
   "summary": "Pet policies differ on deductibles, reimbursement rates, waiting periods and exclusions. Have AI put them side by side.",
   "result_headline": null,
   "time_estimate": "30 min",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "Pet insurance terms are confusing, and pre-existing condition exclusions catch many owners off guard.",
   "how_ai_helps": "AI can compare policies in one table, model what you'd pay in a few realistic vet scenarios, and flag exclusions.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "NAIC: Pet insurance",
     "url": "https://content.naic.org/insurance-topics/pet-insurance",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Get sample policies or quotes for your pet's breed and age from 2–3 insurers.",
    "Note deductible (annual or per-condition), reimbursement percentage, annual limit, waiting periods and exclusions.",
    "Ask the AI to model costs for a routine year and for one large vet bill.",
    "Compare that with setting aside the same money in savings each month."
   ],
   "prompt": "I have a [AGE]-year-old [BREED/SPECIES] with [ANY HEALTH HISTORY]. Here are pet insurance quotes and terms: [PASTE]. 1) Compare them: monthly premium, deductible type, reimbursement %, annual limit, waiting periods, pre-existing condition rules, hereditary/congenital exclusions. 2) Model my total yearly cost under each for a quiet year and for a $[AMOUNT] emergency. 3) Compare with saving the same premium in a pet emergency fund. 4) List questions to ask each insurer.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Pre-existing conditions are generally excluded; check how each insurer defines them.",
    "Premiums often rise as pets age."
   ],
   "sources": [
    "https://content.naic.org/insurance-topics/pet-insurance"
   ],
   "tags": [
    "pet insurance",
    "vet bills",
    "dog insurance",
    "cat insurance"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Coverage usually starts after a waiting period, so illnesses that show up early may be excluded."
    ],
    "if_no": [
     "If premiums are too high, consider an accident-only plan or a dedicated savings account.",
     "Ask your vet which insurers their clients find easiest to claim with."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/compare-pet-insurance-policies/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/compare-pet-insurance-policies.json",
   "category_name": "Insurance Shopping",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "insurance"
   ],
   "hubs": []
  },
  {
   "slug": "check-if-you-need-umbrella-insurance",
   "title": "Decide whether an umbrella liability policy makes sense for you",
   "category": "insurance",
   "featured": false,
   "status": "published",
   "summary": "An umbrella policy adds liability coverage above your auto and home limits. AI can walk through your risk and the requirements.",
   "result_headline": null,
   "time_estimate": "20–30 min",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "People with growing assets or risk factors (teen drivers, pools, dogs, rental property) may be underinsured for a lawsuit.",
   "how_ai_helps": "AI can explain how umbrella coverage stacks on top of your existing policies, the minimum underlying limits insurers usually require, and what to ask.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Triple-I: What is an umbrella liability policy?",
     "url": "https://www.iii.org/article/what-is-an-umbrella-liability-policy",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Gather your auto and home or renters declarations pages and note your liability limits.",
    "List risk factors: teen drivers, a pool or trampoline, dogs, rental properties, volunteer board roles.",
    "Ask the AI to explain how an umbrella would apply and what underlying limits insurers typically require.",
    "Get a quote from your current insurer and one other."
   ],
   "prompt": "My auto liability limits are [LIMITS], my home/renters liability limit is $[LIMIT], and my net worth is roughly $[RANGE]. Risk factors: [LIST]. 1) Explain how an umbrella liability policy would work on top of these. 2) Tell me what underlying limits insurers commonly require and whether raising them would change my premiums. 3) Help me decide what umbrella amount to quote. 4) List questions to ask (exclusions, who's covered, rental properties).",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Raising underlying limits to qualify can increase your auto or home premiums; get the total cost."
   ],
   "sources": [
    "https://www.iii.org/article/what-is-an-umbrella-liability-policy"
   ],
   "tags": [
    "umbrella insurance",
    "liability",
    "lawsuit protection"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Insurers usually require you to carry certain auto and home liability limits first, often with the same company."
    ],
    "if_no": [
     "Ask an independent agent if your insurer doesn't offer one.",
     "Revisit when your assets or risks change (teen driver, rental property)."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/check-if-you-need-umbrella-insurance/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/check-if-you-need-umbrella-insurance.json",
   "category_name": "Insurance Shopping",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "insurance"
   ],
   "hubs": []
  },
  {
   "slug": "audit-insurance-discounts-you-are-missing",
   "title": "Audit your auto and home policies for discounts you're missing",
   "category": "insurance",
   "featured": false,
   "status": "published",
   "summary": "Have AI read your declarations pages and list discounts you may qualify for but aren't getting, then ask your insurer for them.",
   "result_headline": null,
   "time_estimate": "20–30 min",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "Insurers offer discounts (bundling, safety devices, low mileage, good student, paperless) that often aren't applied automatically.",
   "how_ai_helps": "AI can compare what's on your policy with common discounts and draft a short list of questions for your insurer.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Triple-I: Ways to lower auto insurance costs",
     "url": "https://www.iii.org/article/nine-ways-to-lower-your-auto-insurance-costs",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Download your auto and home declarations pages and remove policy numbers and addresses.",
    "Ask the AI to list the discounts already applied and the common ones that aren't.",
    "Check which apply to you (for example, annual mileage, security systems, a defensive driving course).",
    "Call or message your insurer with the list and ask them to apply what qualifies and confirm the new premium."
   ],
   "prompt": "Here are my auto and home insurance declarations pages with personal details removed: [PASTE]. About me: [annual miles driven, drivers and ages, home security devices, roof age, employer or alumni groups, paperless/autopay, claims history]. 1) List the discounts already applied. 2) List common discounts not shown that I might qualify for, and what proof each needs. 3) Draft a short message asking my insurer to review and apply any I qualify for.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Discounts vary by insurer and state; don't assume one exists until the insurer confirms it.",
    "Telematics (driving-tracking) programs can raise rates for some drivers; read the terms."
   ],
   "sources": [
    "https://www.iii.org/article/nine-ways-to-lower-your-auto-insurance-costs",
    "https://www.iii.org/article/12-ways-to-lower-your-homeowners-insurance-costs"
   ],
   "tags": [
    "insurance discounts",
    "auto insurance",
    "home insurance",
    "bundling"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Insurers may need proof (mileage photo, device receipt, course certificate) before applying a discount."
    ],
    "if_no": [
     "Ask whether discounts apply at renewal instead.",
     "Get competing quotes if the insurer won't budge."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/audit-insurance-discounts-you-are-missing/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/audit-insurance-discounts-you-are-missing.json",
   "category_name": "Insurance Shopping",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "insurance"
   ],
   "hubs": [
    "lower-car-insurance"
   ]
  },
  {
   "slug": "check-deductible-tradeoff-math",
   "title": "Check whether raising your insurance deductible actually saves money",
   "category": "insurance",
   "featured": false,
   "status": "published",
   "summary": "A higher deductible lowers premiums but costs more when you claim. AI can run the break-even math with your real quotes.",
   "result_headline": null,
   "time_estimate": "10 min",
   "time_minutes": 10,
   "difficulty": "Easy",
   "problem": "People pick deductibles by habit without knowing how many claim-free years it takes to come out ahead.",
   "how_ai_helps": "AI can calculate the yearly saving, the break-even period and whether your emergency fund could cover the higher deductible.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Ask your insurer for premiums at two or three deductible levels.",
    "Note how often you've claimed in the past five years.",
    "Ask the AI to calculate the break-even and show the math.",
    "Only raise it if you could comfortably pay the higher deductible from savings."
   ],
   "prompt": "My insurer quoted these [auto / home] premiums: deductible $[A] = $[PREMIUM A]/yr, deductible $[B] = $[PREMIUM B]/yr, deductible $[C] = $[PREMIUM C]/yr. I've filed [N] claims in the past [Y] years and have $[SAVINGS] in emergency savings. 1) Calculate the yearly saving and the break-even years for each option. 2) Tell me which looks best given my claims history and savings, and why. 3) List what else to consider.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Some lenders set maximum deductibles on mortgaged homes or financed cars.",
    "Some home policies have separate wind or hurricane deductibles."
   ],
   "sources": [
    "https://www.iii.org/article/nine-ways-to-lower-your-auto-insurance-costs",
    "https://www.iii.org/article/12-ways-to-lower-your-homeowners-insurance-costs"
   ],
   "tags": [
    "deductible",
    "insurance premium",
    "break-even"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Insurers can usually quote several deductible options on the spot."
    ],
    "if_no": [
     "Keep your current deductible if the savings are small or your emergency fund is thin."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/check-deductible-tradeoff-math/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/check-deductible-tradeoff-math.json",
   "category_name": "Insurance Shopping",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "insurance"
   ],
   "hubs": [
    "lower-car-insurance"
   ]
  },
  {
   "slug": "compare-aca-marketplace-plans-with-ai",
   "title": "Compare ACA Marketplace health plans by total yearly cost, not just premium",
   "category": "insurance",
   "featured": false,
   "status": "published",
   "summary": "Use HealthCare.gov (or your state's marketplace) for quotes and savings, then have AI estimate total yearly cost for your expected care.",
   "result_headline": null,
   "time_estimate": "45–60 min",
   "time_minutes": 60,
   "difficulty": "Medium",
   "problem": "Picking the lowest premium can cost more overall if you have regular prescriptions or visits.",
   "how_ai_helps": "AI can model your total yearly cost (premiums plus deductible, copays and coinsurance) for a few realistic scenarios using the plan details you paste.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "HealthCare.gov: See plans and prices",
     "url": "https://www.healthcare.gov/see-plans/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Preview plans and estimated savings on HealthCare.gov or your state's marketplace during open enrollment or a special enrollment period.",
    "List your expected care: prescriptions, doctor visits, planned procedures, and the doctors you want in network.",
    "Paste 3–4 plans' details into a chatbot and ask for total yearly cost under low, expected and high-use scenarios.",
    "Check each plan's provider network and drug list yourself before enrolling."
   ],
   "prompt": "I'm comparing these Marketplace plans (after savings): [PASTE PLAN NAME, METAL LEVEL, MONTHLY PREMIUM, DEDUCTIBLE, OUT-OF-POCKET MAX, KEY COPAYS]. My expected care next year: [PRESCRIPTIONS, VISITS, PROCEDURES]. 1) Estimate my total yearly cost under each plan for a low-use year, my expected year, and a bad year that hits the out-of-pocket max. 2) Show the math in a table. 3) List what to verify (networks, drug formularies, whether a Silver plan's cost-sharing reductions apply to me).",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Savings eligibility and amounts can change from year to year; use the marketplace's own estimate.",
    "Never buy from someone who calls you unsolicited claiming to be from the Marketplace."
   ],
   "sources": [
    "https://www.healthcare.gov/see-plans/",
    "https://www.healthcare.gov/lower-costs/"
   ],
   "tags": [
    "ACA",
    "Marketplace",
    "health insurance",
    "open enrollment",
    "HealthCare.gov"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Marketplace savings are based on your estimated income; report changes during the year."
    ],
    "if_no": [
     "Use free local help (assisters or navigators listed on HealthCare.gov).",
     "If you miss open enrollment, check whether a life event qualifies you for a special enrollment period."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/compare-aca-marketplace-plans-with-ai/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/compare-aca-marketplace-plans-with-ai.json",
   "category_name": "Insurance Shopping",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "insurance"
   ],
   "hubs": []
  },
  {
   "slug": "get-security-deposit-back-with-demand-letter",
   "title": "Get your security deposit back with an AI-drafted demand letter",
   "category": "disputes-fees",
   "featured": false,
   "status": "published",
   "summary": "If your landlord is silent or keeps unfair deductions, a calm, specific demand letter that cites your local deposit rules often gets results.",
   "result_headline": "₹35,000 deposit returned within days",
   "time_estimate": "30–60 min",
   "time_minutes": 45,
   "difficulty": "Medium",
   "problem": "Landlords sometimes ignore deposit requests or deduct for normal wear and tear, and small amounts aren't worth hiring a lawyer.",
   "how_ai_helps": "AI can organize the facts (dates, amounts, photos, messages), identify the deposit rules to check where you live, and draft a firm letter with a deadline.",
   "real_examples": [
    {
     "what_ai_did": "After moving out, a tenant's landlord stopped responding to requests to return a ₹35,000 deposit, and lawyers wouldn't take such a small case. The tenant used GPT-4 to draft a formal letter citing consumer laws and warning of legal action, and cross-checked the laws before sending.",
     "reported_result": "The tenant says the landlord responded and paid the deposit within a few days.",
     "source_name": "The Economic Times (reporting a Reddit post)",
     "source_url": "https://economictimes.indiatimes.com/magazines/panache/tenant-recovers-rs-35000-security-deposit-from-landlord-using-chatgpt-but-some-netizens-question-the-method/articleshow/121571382.cms",
     "date": "2025",
     "verification": "Self-reported on Reddit, reported by a news outlet"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Collect your lease, move-in and move-out photos, the deductions list (if any) and every message with your landlord.",
    "Look up your state or city's deposit rules on an official site: the return deadline, itemization requirements and penalties.",
    "Ask the AI to draft a demand letter with the facts, the rules (that you've verified) and a clear deadline.",
    "Send it by a method with proof of delivery (certified mail or email plus a mailed copy).",
    "If the deadline passes, ask the AI to help you prepare a small-claims filing."
   ],
   "prompt": "I'm trying to get my security deposit back in [CITY, STATE/COUNTRY]. Deposit: $[AMOUNT], paid [DATE]. Moved out [DATE], gave notice on [DATE], and returned keys on [DATE]. Landlord's response so far: [silent / kept $X for: LIST]. Evidence: [photos, move-in checklist, messages]. 1) List the deposit rules I should verify for my location (deadline, itemization, penalties) and where to verify them; don't state a rule as fact unless you're confident. 2) Tell me which deductions look unsupported and why. 3) Draft a polite but firm demand letter with a 14-day deadline and the next step (small claims) if they don't pay. 4) Tell me how to send it with proof.",
   "caveats": [
    "Chatbots sometimes invent laws or case names. Check every legal reference before you send.",
    "Normal wear and tear is treated differently from damage; be honest about real damage."
   ],
   "sources": [
    "https://economictimes.indiatimes.com/magazines/panache/tenant-recovers-rs-35000-security-deposit-from-landlord-using-chatgpt-but-some-netizens-question-the-method/articleshow/121571382.cms",
    "https://www.nolo.com/landlord-tenant/sample-demand-letter-return-security-deposit.html",
    "https://www.hud.gov/topics/rental_assistance/tenantrights"
   ],
   "tags": [
    "security deposit",
    "landlord",
    "demand letter",
    "tenant",
    "small claims"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Many landlords pay once they see you know the deadline and will file in small claims."
    ],
    "if_no": [
     "File in small claims court; filing fees are usually modest.",
     "Contact a local tenant union or legal aid office."
    ]
   },
   "result_kind": "saving",
   "helper": {
    "fields": [
     {
      "id": "place",
      "label": "City and state/country",
      "type": "text",
      "placeholder": "e.g. Minneapolis, MN"
     },
     {
      "id": "amount",
      "label": "Deposit amount ($)",
      "type": "number",
      "placeholder": "e.g. 1500"
     },
     {
      "id": "moveout",
      "label": "Move-out / keys returned date",
      "type": "date",
      "placeholder": ""
     },
     {
      "id": "landlord",
      "label": "Landlord or property manager",
      "type": "text",
      "placeholder": "e.g. Lakeview Properties"
     },
     {
      "id": "response",
      "label": "What they've said or kept so far",
      "type": "textarea",
      "placeholder": "e.g. No reply in 5 weeks / kept $600 for 'cleaning' with no receipts"
     },
     {
      "id": "evidence",
      "label": "Your evidence",
      "type": "text",
      "placeholder": "e.g. move-in checklist, dated photos, texts"
     }
    ],
    "outputs": [
     {
      "id": "prompt",
      "title": "Your personalized prompt",
      "kind": "prompt",
      "template": "I'm trying to get my ${amount} security deposit back from {landlord} in {place}. I moved out and returned the keys on {moveout}. Their response so far: {response}. My evidence: {evidence}. 1) List the deposit rules I should verify for {place} (return deadline, itemization, penalties) and the official site to check each one. Don't state a rule as fact unless you're confident. 2) Tell me which deductions look unsupported and why. 3) Tighten the demand letter below and add the rules I've verified. 4) Tell me how to send it with proof of delivery."
     },
     {
      "id": "letter",
      "title": "Demand letter (starting draft)",
      "kind": "letter",
      "template": "[Your name]\n[Forwarding address]\n[Date]\n\n{landlord}\n[Landlord address]\n\nRe: Return of security deposit, [rental address]\n\nI moved out of [rental address] and returned the keys on {moveout}. My security deposit was ${amount}.\n\nSo far: {response}\n\n[Verified rule for {place}: e.g. the deadline to return the deposit or send an itemized list of deductions]\n\nMy evidence ({evidence}) shows the unit was left in good condition apart from normal wear and tear.\n\nPlease return ${amount} (or the amount not supported by an itemized, documented deduction) to my forwarding address within 14 days of this letter. If I don't receive it, I plan to file in small claims court.\n\nSincerely,\n[Your name]"
     }
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/get-security-deposit-back-with-demand-letter/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/get-security-deposit-back-with-demand-letter.json",
   "category_name": "Disputes & Fees",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "dispute-a-charge"
   ],
   "hubs": [
    "get-security-deposit-back"
   ]
  },
  {
   "slug": "dispute-credit-report-errors-with-ai",
   "title": "Dispute errors on your credit report with AI-organized evidence",
   "category": "disputes-fees",
   "featured": false,
   "status": "published",
   "summary": "Pull your free reports, have AI help spot inaccuracies, and send clear, individual disputes to the credit bureaus and the company that reported it.",
   "result_headline": null,
   "time_estimate": "1–2 hrs",
   "time_minutes": 90,
   "difficulty": "Medium",
   "problem": "Credit report errors (wrong balances, accounts that aren't yours, duplicate collections) can raise your borrowing costs.",
   "how_ai_helps": "AI can compare reports from the three bureaus, flag inconsistencies, and draft a specific dispute for each item with the evidence to attach.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "AnnualCreditReport.com",
     "url": "https://www.annualcreditreport.com/index.action",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Official free credit reports"
    }
   ],
   "how_to": [
    "Get your free reports from AnnualCreditReport.com, the only official site for free reports.",
    "Remove your Social Security number and account numbers before sharing anything with AI, or describe items instead of uploading.",
    "Ask the AI to list items that look inaccurate (not just negative) and why.",
    "Dispute each item online or by mail with the bureau that shows it, and with the company that furnished the data; attach evidence.",
    "Track the 30-day investigation window and check the results."
   ],
   "prompt": "I pulled my credit reports. Here are the items I think may be wrong, with account numbers removed: [LIST EACH ITEM: CREDITOR, WHAT THE REPORT SAYS, WHAT'S ACTUALLY TRUE, EVIDENCE I HAVE]. 1) For each, tell me whether it looks like an inaccuracy I can dispute or accurate negative information that will stay. 2) Draft a short, specific dispute for each real inaccuracy, addressed to the bureau, listing the evidence to attach. 3) Tell me who else to send it to (the furnisher) and what timelines to expect, citing the CFPB.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Only dispute information you believe is inaccurate. Accurate negative items generally can stay for years.",
    "Credit repair companies can't legally remove accurate information and can't charge before doing the work; you can do this yourself for free.",
    "Don't upload full reports with your Social Security number to a chatbot."
   ],
   "sources": [
    "https://www.consumerfinance.gov/ask-cfpb/how-do-i-dispute-an-error-on-my-credit-report-en-314/",
    "https://www.annualcreditreport.com/index.action"
   ],
   "tags": [
    "credit report",
    "dispute",
    "Equifax",
    "Experian",
    "TransUnion",
    "FCRA"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Bureaus generally have 30 days to investigate and must send you the results."
    ],
    "if_no": [
     "Add a brief statement to your file, or dispute again with new evidence.",
     "File a complaint with the CFPB."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/dispute-credit-report-errors-with-ai/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/dispute-credit-report-errors-with-ai.json",
   "category_name": "Disputes & Fees",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "dispute-a-charge"
   ],
   "hubs": [
    "fix-credit-report-error"
   ]
  },
  {
   "slug": "send-debt-validation-letter",
   "title": "Ask a debt collector to prove a debt with a validation letter",
   "category": "disputes-fees",
   "featured": false,
   "status": "published",
   "summary": "If a collector contacts you about a debt you don't recognize, a written dispute within 30 days makes them verify it before collecting.",
   "result_headline": null,
   "time_estimate": "20–30 min",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "Collectors sometimes chase the wrong person, the wrong amount or debts that were already paid.",
   "how_ai_helps": "AI can read the collector's validation notice, explain your rights in plain English, and draft a dispute based on the CFPB's sample letters.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "CFPB: Debt collection",
     "url": "https://www.consumerfinance.gov/consumer-tools/debt-collection/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Find the validation notice the collector sent and note the date you received it.",
    "Don't admit the debt or agree to pay while you're checking it.",
    "Ask the AI to draft a dispute or request for information modeled on the CFPB's sample letters.",
    "Send it within 30 days of receiving the notice, by a method with proof of delivery; keep copies.",
    "If the collector keeps collecting without verifying, file a complaint with the CFPB."
   ],
   "prompt": "A debt collector, [COLLECTOR NAME], sent me a notice dated [DATE] (I received it [DATE]) saying I owe $[AMOUNT] to [ORIGINAL CREDITOR]. I [don't recognize it / already paid it / think the amount is wrong] because [REASON]. 1) Explain my rights after receiving a validation notice, in plain English, using the CFPB as the source. 2) Draft a dispute letter modeled on the CFPB's sample letters that requests verification and doesn't admit the debt. 3) Tell me what to do if the collector calls or reports it to the credit bureaus while I wait.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "The 30-day window matters; a late dispute still helps but the collector may not have to pause collection.",
    "If you're sued, respond to the court by the deadline even if you've disputed the debt; consider legal aid."
   ],
   "sources": [
    "https://www.consumerfinance.gov/ask-cfpb/what-can-i-do-if-a-debt-collector-contacts-me-about-a-debt-i-already-paid-or-dont-think-i-owe-en-1403/",
    "https://www.consumerfinance.gov/consumer-tools/debt-collection/"
   ],
   "tags": [
    "debt collector",
    "debt validation",
    "dispute a debt",
    "FDCPA"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Collectors must stop collecting the disputed amount until they send verification, if you dispute in writing within the 30-day window."
    ],
    "if_no": [
     "File a CFPB complaint.",
     "Talk to a consumer lawyer; many take debt collection violation cases at no upfront cost."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/send-debt-validation-letter/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/send-debt-validation-letter.json",
   "category_name": "Disputes & Fees",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "dispute-a-charge"
   ],
   "hubs": [
    "fix-credit-report-error",
    "stop-debt-collector"
   ]
  },
  {
   "slug": "dispute-hidden-fees-hotels-and-tickets",
   "title": "Dispute hidden 'resort' or ticket fees that weren't in the advertised price",
   "category": "disputes-fees",
   "featured": false,
   "status": "published",
   "summary": "Since May 2025, an FTC rule requires hotels, vacation rentals and live-event ticket sellers to show the total price upfront.",
   "result_headline": null,
   "time_estimate": "15–20 min",
   "time_minutes": 20,
   "difficulty": "Easy",
   "problem": "Mandatory fees that show up only at checkout or at the front desk inflate the price you agreed to.",
   "how_ai_helps": "AI can compare your screenshots and receipt, explain the FTC rule in plain English, and draft a refund request and a report to the FTC.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "FTC: Report fraud",
     "url": "https://reportfraud.ftc.gov/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Screenshot the advertised price and the checkout page (or keep your confirmation email).",
    "Compare them with the final charge and list each fee.",
    "Ask the AI to draft a short refund request explaining which mandatory fees weren't included upfront.",
    "If the seller refuses, report it at ReportFraud.ftc.gov and consider a card dispute."
   ],
   "prompt": "I booked [HOTEL / VACATION RENTAL / EVENT TICKETS] on [DATE]. The advertised price was $[PRICE]. At [checkout / check-in] I was charged these extra fees: [LIST]. 1) Explain in plain English what the FTC's Rule on Unfair or Deceptive Fees requires for this kind of purchase and what it doesn't cover (like taxes). 2) Tell me whether my fees look like they should have been in the upfront price. 3) Draft a short, polite refund request. 4) Tell me how to report it to the FTC.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "The rule covers live-event tickets and short-term lodging; it doesn't ban fees, it requires them to be included in the upfront total price.",
    "Taxes and some optional add-ons can be shown separately."
   ],
   "sources": [
    "https://consumer.ftc.gov/consumer-alerts/2025/05/what-rule-unfair-or-deceptive-fees-means-you",
    "https://www.ftc.gov/news-events/news/press-releases/2025/05/ftc-rule-unfair-or-deceptive-fees-take-effect-may-12-2025"
   ],
   "tags": [
    "resort fees",
    "junk fees",
    "hotel fees",
    "ticket fees",
    "FTC"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Some sellers refund the fee once you point out the rule; others don't, so keep evidence for a dispute."
    ],
    "if_no": [
     "File a card dispute with your screenshots.",
     "Report it to the FTC and your state attorney general."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/dispute-hidden-fees-hotels-and-tickets/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/dispute-hidden-fees-hotels-and-tickets.json",
   "category_name": "Disputes & Fees",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "dispute-a-charge"
   ],
   "hubs": []
  },
  {
   "slug": "file-cfpb-complaint-bank-or-card",
   "title": "File a CFPB complaint when a bank or card company won't fix a problem",
   "category": "disputes-fees",
   "featured": false,
   "status": "published",
   "summary": "If a bank, lender, card issuer or collector won't resolve an issue, a clear CFPB complaint gets it in front of the company's escalation team.",
   "result_headline": null,
   "time_estimate": "20–30 min",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "Front-line customer service can stall on fees, errors and disputes for months.",
   "how_ai_helps": "AI can turn your notes into a concise, factual complaint with a timeline and a specific request.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "CFPB: Submit a complaint",
     "url": "https://www.consumerfinance.gov/complaint/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Collect statements, letters, chat transcripts and dates.",
    "Ask the AI to write a timeline and a 200–400 word summary with a clear request (refund, correction, fee reversal).",
    "Submit it at consumerfinance.gov/complaint, attaching documents (remove anything you don't want shared).",
    "Watch for the company's response (usually within 15 days) and reply if it's not resolved."
   ],
   "prompt": "I have a problem with [COMPANY], a [bank / credit card issuer / lender / debt collector]. Here's what happened, with account numbers removed: [PASTE NOTES WITH DATES]. Write a CFPB complaint: 1) a dated timeline, 2) a factual 200–400 word description without exaggeration, 3) exactly what I want them to do, and 4) a list of documents to attach. Keep the tone calm and specific.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "The CFPB forwards complaints to companies; it doesn't act as your lawyer.",
    "Complaints are free. Never pay anyone to file one."
   ],
   "sources": [
    "https://www.consumerfinance.gov/complaint/"
   ],
   "tags": [
    "CFPB complaint",
    "bank complaint",
    "credit card",
    "escalation"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Companies generally respond to CFPB complaints within 15 days."
    ],
    "if_no": [
     "Dispute the company's response in the portal.",
     "Contact your state banking regulator or attorney general."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/file-cfpb-complaint-bank-or-card/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/file-cfpb-complaint-bank-or-card.json",
   "category_name": "Disputes & Fees",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "dispute-a-charge"
   ],
   "hubs": [
    "dispute-credit-card-charge",
    "fix-credit-report-error",
    "stop-debt-collector",
    "bank-fee-refund"
   ]
  },
  {
   "slug": "dispute-unauthorized-bank-transfer",
   "title": "Report an unauthorized debit or bank transfer fast, and in writing",
   "category": "disputes-fees",
   "featured": false,
   "status": "published",
   "summary": "For unauthorized electronic transfers, how quickly you report affects how much you can lose. AI can help you report clearly and on time.",
   "result_headline": null,
   "time_estimate": "15 min",
   "time_minutes": 15,
   "difficulty": "Easy",
   "problem": "People wait to see if money comes back, or report only by phone, which can weaken their protections.",
   "how_ai_helps": "AI can explain the reporting timelines that limit your liability, draft a clear written notice, and help you track the bank's investigation.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Call your bank as soon as you spot the transaction, then follow up in writing the same day.",
    "Ask the AI to draft a notice listing each unauthorized transaction, the date you discovered it, and that you didn't authorize it.",
    "Change passwords and turn on alerts; ask for a new card if a card was used.",
    "Keep a log of every call and reference number, and watch for provisional credit."
   ],
   "prompt": "I found unauthorized [debit card / ACH / app transfer] transactions on my [BANK] account: [LIST DATES, AMOUNTS, DESCRIPTIONS]. I discovered them on [DATE]. 1) Explain, citing the CFPB, how reporting time affects my liability for unauthorized electronic transfers and what the bank must do. 2) Draft a written notice to my bank disputing each transaction. 3) List security steps to take now.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Payments you authorized yourself (even if you were tricked) may be treated differently from unauthorized ones; describe exactly what happened.",
    "Report scams to the FTC as well."
   ],
   "sources": [
    "https://www.consumerfinance.gov/ask-cfpb/how-do-i-get-my-money-back-after-i-discover-an-unauthorized-transaction-or-money-missing-from-my-bank-account-en-1017/"
   ],
   "tags": [
    "unauthorized transaction",
    "debit card fraud",
    "bank transfer",
    "Regulation E"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Banks generally must investigate and may give provisional credit while they do."
    ],
    "if_no": [
     "File a CFPB complaint.",
     "Report fraud to the FTC at ReportFraud.ftc.gov."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/dispute-unauthorized-bank-transfer/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/dispute-unauthorized-bank-transfer.json",
   "category_name": "Disputes & Fees",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "dispute-a-charge"
   ],
   "hubs": [
    "dispute-credit-card-charge",
    "bank-fee-refund"
   ]
  },
  {
   "slug": "appeal-parking-ticket-or-penalty-charge",
   "title": "Appeal a parking ticket or penalty charge (and know when it won't work)",
   "category": "disputes-fees",
   "featured": false,
   "status": "published",
   "summary": "AI can draft a clear appeal based on the facts and the rules printed on the notice, but a well-written letter isn't enough without valid grounds.",
   "result_headline": "Honest result: £90 penalty upheld despite an AI letter",
   "time_estimate": "15–20 min",
   "time_minutes": 20,
   "difficulty": "Easy",
   "problem": "Tickets and penalty charges have short deadlines and appeal processes that are easy to miss.",
   "how_ai_helps": "AI can read the notice, identify possible grounds (wrong details, unclear signs, a valid permit), and draft a concise appeal with evidence.",
   "real_examples": [
    {
     "what_ai_did": "A UK personal finance journalist used ChatGPT to draft a letter to avoid a £90 penalty for not paying a tunnel charge.",
     "reported_result": "She says the letter was well written but didn't persuade Transport for London, and she had to pay the fine.",
     "source_name": "Manchester Evening News (reporting the i Paper)",
     "source_url": "https://www.manchestereveningnews.co.uk/news/uk-news/woman-asked-chatgpt-help-slash-32152064",
     "date": "2025-07-28",
     "verification": "Journalist's first-person test, reported by a news outlet"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Read the notice for the appeal deadline and the official appeal method.",
    "Collect evidence: photos of signs, permits, receipts, timestamps.",
    "Ask the AI whether you have real grounds and to draft a short appeal around them.",
    "Submit through the official channel before the deadline; paying early discounts may vanish if you appeal, so check."
   ],
   "prompt": "I received a [parking ticket / penalty charge] from [ISSUER] on [DATE] for [REASON STATED]. Here's the notice text: [PASTE]. My side: [WHAT HAPPENED, EVIDENCE]. 1) Tell me honestly whether I have valid grounds to appeal, based on the notice and common appeal grounds, and what to verify on the issuer's site. 2) If yes, draft a short, factual appeal. 3) Tell me the risks (losing an early-payment discount, deadlines).",
   "caveats": [
    "A persuasive letter can't fix an appeal without grounds. The example below didn't work.",
    "Check whether appealing affects any early-payment discount."
   ],
   "sources": [
    "https://www.manchestereveningnews.co.uk/news/uk-news/woman-asked-chatgpt-help-slash-32152064"
   ],
   "tags": [
    "parking ticket",
    "penalty charge",
    "appeal",
    "fine"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Issuers usually reply within a few weeks; some processes have a second, independent appeal stage."
    ],
    "if_no": [
     "Check whether there's an independent appeal tribunal or court hearing.",
     "Pay before any discount deadline if you have no real grounds."
    ]
   },
   "result_kind": "failure",
   "url": "https://www.cheaperbyai.com/use-cases/appeal-parking-ticket-or-penalty-charge/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/appeal-parking-ticket-or-penalty-charge.json",
   "category_name": "Disputes & Fees",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "dispute-a-charge"
   ],
   "hubs": []
  },
  {
   "slug": "claim-product-warranty-repair-or-refund",
   "title": "Get a warranty repair, replacement or refund with an AI-drafted claim",
   "category": "disputes-fees",
   "featured": false,
   "status": "published",
   "summary": "If a product fails during its warranty, a claim that quotes the warranty terms and lays out the facts is harder to brush off.",
   "result_headline": null,
   "time_estimate": "20–30 min",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "Companies sometimes deny warranty claims on technicalities or stall, and buyers give up.",
   "how_ai_helps": "AI can read the warranty, identify what's covered and the remedy offered, and draft a clear claim and escalation letter.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "FTC: Warranties",
     "url": "https://consumer.ftc.gov/articles/warranties",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Find the written warranty (it should be available before purchase, including online) and your receipt.",
    "Document the defect with photos or video and note when it started.",
    "Ask the AI to quote the relevant warranty terms and draft a claim requesting repair, replacement or refund as the warranty provides.",
    "If denied, ask for the reason in writing and escalate; card issuers' extended-warranty benefits may also apply."
   ],
   "prompt": "My [PRODUCT] bought on [DATE] for $[PRICE] stopped working: [DESCRIBE DEFECT]. Here's the warranty text: [PASTE]. 1) Tell me whether this appears covered, the remedy the warranty offers, and any conditions (registration, proof of purchase, authorized repair). 2) Draft a clear warranty claim. 3) Draft a polite escalation letter if they deny it. 4) Tell me whether using an independent repair shop could affect coverage, citing the FTC.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Extended warranties and service contracts are separate products with their own terms.",
    "Keep receipts and the warranty document together."
   ],
   "sources": [
    "https://consumer.ftc.gov/articles/warranties",
    "https://consumer.ftc.gov/articles/extended-warranties-and-service-contracts"
   ],
   "tags": [
    "warranty",
    "defective product",
    "refund",
    "repair"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Manufacturers often ask for photos, a serial number and proof of purchase."
    ],
    "if_no": [
     "Check whether your credit card offers extended warranty protection.",
     "File a complaint with your state attorney general or the BBB."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/claim-product-warranty-repair-or-refund/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/claim-product-warranty-repair-or-refund.json",
   "category_name": "Disputes & Fees",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "dispute-a-charge"
   ],
   "hubs": []
  },
  {
   "slug": "track-prices-with-google-shopping-alerts",
   "title": "Track any product's price with Google price-drop alerts",
   "category": "price-tracking",
   "featured": false,
   "status": "published",
   "summary": "Google Search can track a product's price across stores and alert you when it drops. AI can help you decide your target price.",
   "result_headline": null,
   "time_estimate": "5 min",
   "time_minutes": 5,
   "difficulty": "Easy",
   "problem": "Prices swing for weeks around sales, and buying at the wrong time costs money.",
   "how_ai_helps": "AI can help you set a realistic target price from the price history you see, and decide whether to wait or buy now.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Google: Track product prices",
     "url": "https://support.google.com/websearch/answer/9232532?hl=en",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Sign in to Google, search the exact product, open its product panel and turn on 'Track price'.",
    "Note the price history Google shows, if available, and any upcoming sales events.",
    "Ask the AI to suggest a target price based on the history you paste and how soon you need it.",
    "When an alert arrives, check the seller is reputable and compare the total cost with shipping and returns."
   ],
   "prompt": "I want to buy [EXACT PRODUCT AND MODEL]. Current price: $[PRICE]. Recent price history I can see: [PASTE OR DESCRIBE]. I need it by [DATE / no rush]. 1) Suggest a realistic target price and explain why. 2) Tell me whether to wait or buy now. 3) List what to check before buying from an unfamiliar seller (returns, warranty, authorized dealer).",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Google price tracking is available in limited countries (including the US and India, per Google's help page).",
    "A lower price from an unknown seller may mean no manufacturer warranty."
   ],
   "sources": [
    "https://support.google.com/websearch/answer/9232532?hl=en"
   ],
   "tags": [
    "price tracking",
    "Google Shopping",
    "price alerts",
    "price drop"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Alerts arrive by email or push notification when Google sees a notable drop."
    ],
    "if_no": [
     "Check the retailer's own price-adjustment policy if the price drops after you buy.",
     "Try a dedicated tracker like CamelCamelCamel for Amazon items."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/track-prices-with-google-shopping-alerts/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/track-prices-with-google-shopping-alerts.json",
   "category_name": "Price Tracking",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "everyday-spending"
   ],
   "hubs": []
  },
  {
   "slug": "compare-grocery-unit-prices-with-ai",
   "title": "Compare grocery unit prices to catch shrinkflation and fake bulk deals",
   "category": "price-tracking",
   "featured": false,
   "status": "published",
   "summary": "Unit prices (per ounce, per count) show the real cost. AI can turn a photo or list of shelf tags into a cheapest-per-unit ranking.",
   "result_headline": null,
   "time_estimate": "5–10 min",
   "time_minutes": 10,
   "difficulty": "Easy",
   "problem": "Package sizes shrink and 'bulk' or 'family size' isn't always cheaper per unit.",
   "how_ai_helps": "AI can convert prices to a common unit, rank options and spot when the bigger pack costs more per unit.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "NIST: Uniform unit pricing",
     "url": "https://www.nist.gov/programs-projects/uniform-unit-pricing-tools-consumers-fight-shrinkflation",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Snap photos of shelf tags or copy prices and sizes from a store's app.",
    "Paste them into a chatbot and ask for price per common unit (per ounce, per 100 count).",
    "Check the store's unit price label too, since some stores use different units for similar items.",
    "Keep a short list of your usual items' best unit prices to spot real deals."
   ],
   "prompt": "Here are products and prices from [STORE(S)]: [LIST: PRODUCT, SIZE, PRICE, ANY SALE]. 1) Convert each to the same unit price (e.g. per ounce or per count) and rank cheapest to most expensive. 2) Flag any case where the larger size costs more per unit. 3) Tell me which is the best value and whether a sale is actually cheaper per unit than the store brand.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Check that sizes are typed correctly; one wrong number skews the comparison.",
    "Only buy bulk you'll use before it expires."
   ],
   "sources": [
    "https://www.nist.gov/programs-projects/uniform-unit-pricing-tools-consumers-fight-shrinkflation",
    "https://www.nist.gov/publications/nist-sp-1181-unit-pricing-guide-best-practice-approach-unit-pricing-2025-ed"
   ],
   "tags": [
    "unit price",
    "grocery",
    "shrinkflation",
    "bulk buying"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Store brands often win on unit price, but not always."
    ],
    "if_no": [
     "Check another store's app for the same items.",
     "Look for store loyalty or digital coupons on your usual items."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/compare-grocery-unit-prices-with-ai/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/compare-grocery-unit-prices-with-ai.json",
   "category_name": "Price Tracking",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "everyday-spending"
   ],
   "hubs": []
  },
  {
   "slug": "check-if-a-sale-price-is-real",
   "title": "Check whether a 'sale' price is really a deal before you buy",
   "category": "price-tracking",
   "featured": false,
   "status": "published",
   "summary": "Inflated 'was' prices make ordinary prices look like discounts. Use price history plus AI to judge a deal.",
   "result_headline": null,
   "time_estimate": "5 min",
   "time_minutes": 5,
   "difficulty": "Easy",
   "problem": "Retailers advertise big percentage-off claims against reference prices that few people ever paid.",
   "how_ai_helps": "AI can compare the sale price with price history you gather and explain what makes a former-price claim misleading under FTC guidance.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "CamelCamelCamel",
     "url": "https://camelcamelcamel.com/",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Amazon price history"
    }
   ],
   "how_to": [
    "Look up the item's price history (for Amazon, a tracker like CamelCamelCamel or Keepa; elsewhere, Google's price insights).",
    "Paste the claimed 'was' price and the history into a chatbot.",
    "Ask whether the reference price looks genuine and what a good price would be.",
    "If a claim looks deceptive, you can report it to the FTC or your state attorney general."
   ],
   "prompt": "A retailer lists [PRODUCT] at $[SALE PRICE], 'was $[WAS PRICE]' ([X]% off). Price history I found: [PASTE]. 1) Tell me whether the 'was' price looks like a real recent price based on the history. 2) Explain what the FTC's guides against deceptive pricing say about former-price comparisons, in plain English. 3) Tell me what a genuinely good price would be and whether to buy now.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Price histories may not cover every seller or variant; compare the exact model."
   ],
   "sources": [
    "https://www.ecfr.gov/current/title-16/chapter-I/subchapter-B/part-233",
    "https://camelcamelcamel.com/"
   ],
   "tags": [
    "fake sale",
    "price history",
    "deceptive pricing",
    "discount"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Many 'sales' turn out to be normal prices; real drops often cluster around big sales events."
    ],
    "if_no": [
     "Wait for a genuine low, or set a price alert.",
     "Report misleading former-price claims to the FTC or your state attorney general."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/check-if-a-sale-price-is-real/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/check-if-a-sale-price-is-real.json",
   "category_name": "Price Tracking",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "everyday-spending"
   ],
   "hubs": []
  },
  {
   "slug": "price-match-at-checkout-best-buy-target",
   "title": "Use store price-match policies at checkout, with AI checking the fine print",
   "category": "price-tracking",
   "featured": false,
   "status": "published",
   "summary": "Many retailers match qualifying competitor prices. AI can read the policy and tell you whether your deal qualifies before you ask.",
   "result_headline": null,
   "time_estimate": "5–10 min",
   "time_minutes": 10,
   "difficulty": "Easy",
   "problem": "Shoppers skip price matching because policies have exclusions (marketplace sellers, bundles, clearance) and it's awkward to ask.",
   "how_ai_helps": "AI can read the store's current policy, compare it with the competing offer, and write a short request.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Find the identical item (same model, color, size) at a lower price from a competitor the store lists as qualified.",
    "Open the store's official price-match policy and paste it into a chatbot with the competing offer.",
    "Ask whether it qualifies and what proof the store needs (often the live page on your phone).",
    "Ask at checkout or through the store's chat, and keep your receipt."
   ],
   "prompt": "I want to buy [PRODUCT, MODEL] at [STORE] for $[PRICE]. [COMPETITOR] sells it for $[LOWER PRICE] (sold by [the retailer itself / a marketplace seller]). Here's [STORE]'s price-match policy: [PASTE]. 1) Does my offer qualify? Check the exclusions carefully. 2) What proof do I need? 3) Write a short, polite request I can show at checkout or send in chat.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Policies change and many exclude marketplace sellers, membership pricing and limited-time deals.",
    "Price matching at purchase is different from a price adjustment after you buy (see the related entry)."
   ],
   "sources": [
    "https://www.bestbuy.com/site/help-topics/price-match-guarantee/pcmcat290300050002.c?id=pcmcat290300050002",
    "https://www.target.com/help/articles/policies-guidelines/price-match-guarantee"
   ],
   "tags": [
    "price match",
    "Best Buy",
    "Target",
    "retail policy"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Staff check the competitor's live page; out-of-stock or marketplace offers are often declined."
    ],
    "if_no": [
     "Ask a manager, or buy from the competitor if it's reputable.",
     "Ask about a price adjustment if the store's own price drops later."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/price-match-at-checkout-best-buy-target/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/price-match-at-checkout-best-buy-target.json",
   "category_name": "Price Tracking",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "everyday-spending"
   ],
   "hubs": []
  },
  {
   "slug": "buy-certified-refurbished-or-open-box",
   "title": "Decide whether a refurbished or open-box deal is worth it",
   "category": "price-tracking",
   "featured": false,
   "status": "published",
   "summary": "Certified refurbished and open-box items can cost less. AI can compare warranty, return window and condition against new.",
   "result_headline": null,
   "time_estimate": "10 min",
   "time_minutes": 10,
   "difficulty": "Easy",
   "problem": "Refurbished listings vary widely, from manufacturer-certified with a full warranty to unknown sellers with little recourse.",
   "how_ai_helps": "AI can line up the new, refurbished and open-box options with their warranties and return terms and tell you which risks matter.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Apple Certified Refurbished",
     "url": "https://www.apple.com/shop/refurbished",
     "cost": "Varies by product",
     "cost_type": "paid",
     "notes": "Example of a manufacturer refurbished program with a warranty",
     "price": "Varies by product"
    }
   ],
   "how_to": [
    "Find the new price and the refurbished or open-box listings for the same model.",
    "Note who refurbished it (manufacturer, retailer or third party), warranty length, return window and condition grade.",
    "Ask the AI to compare the total value, including warranty and battery or wear concerns.",
    "Prefer manufacturer or retailer certified programs with a clear warranty."
   ],
   "prompt": "I'm deciding between buying [PRODUCT, MODEL] new for $[NEW PRICE] or these options: [LIST: refurbished/open-box, seller, price, warranty, return window, condition notes]. 1) Compare them in a table. 2) Tell me which risks matter for this type of product (for example, battery health for phones and laptops). 3) Recommend which to choose and what to check on arrival.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Test the item as soon as it arrives, within the return window."
   ],
   "sources": [
    "https://www.apple.com/shop/refurbished",
    "https://consumer.ftc.gov/articles/warranties"
   ],
   "tags": [
    "refurbished",
    "open box",
    "electronics deal",
    "warranty"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Certified refurbished items usually come with a warranty; open-box terms vary by store."
    ],
    "if_no": [
     "Return it within the window if anything's wrong.",
     "Choose new if the price gap is small."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/buy-certified-refurbished-or-open-box/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/buy-certified-refurbished-or-open-box.json",
   "category_name": "Price Tracking",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "everyday-spending"
   ],
   "hubs": []
  },
  {
   "slug": "catch-checkout-scanner-overcharges",
   "title": "Catch checkout scanner overcharges by having AI check your receipt",
   "category": "price-tracking",
   "featured": false,
   "status": "published",
   "summary": "Scanned prices don't always match shelf or advertised prices. AI can compare your receipt with the prices you saw.",
   "result_headline": null,
   "time_estimate": "5 min",
   "time_minutes": 5,
   "difficulty": "Easy",
   "problem": "Small overcharges at the register add up, and few people check receipts.",
   "how_ai_helps": "AI can read a receipt photo, compare it with shelf-tag photos or ad prices, and list items to take to customer service.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "NIST: Price verification FAQs",
     "url": "https://www.nist.gov/pml/owm/faqs/price-verification-faqs",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Snap photos of shelf tags or the weekly ad for items on sale.",
    "After checkout, photograph your receipt.",
    "Ask the AI to match each receipt line to the tag or ad price and flag differences.",
    "Take flagged items to customer service; some states and stores have scanner accuracy policies.",
    "For repeated problems, contact your state or local weights and measures office."
   ],
   "prompt": "Here's a photo of my receipt and photos of the shelf tags / ad prices for items I bought at [STORE]: [ATTACH]. 1) Match each receipt line to the shelf or ad price. 2) Flag any item charged more than the posted price, with the difference. 3) Write a short note I can show customer service. 4) Tell me how to contact my state's weights and measures office if this keeps happening.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Receipt descriptions are abbreviated; double-check matches yourself."
   ],
   "sources": [
    "https://www.nist.gov/pml/owm/faqs/price-verification-faqs",
    "https://www.nist.gov/pml/owm/resources-weights-and-measures/state-weights-and-measures-directors"
   ],
   "tags": [
    "receipt check",
    "price scanner",
    "overcharge",
    "grocery"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Most stores fix a scanner error on the spot; some have policies that give the item free or discounted."
    ],
    "if_no": [
     "Ask for a manager and keep the receipt and shelf-tag photo.",
     "Report repeated problems to your state or local weights and measures office."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/catch-checkout-scanner-overcharges/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/catch-checkout-scanner-overcharges.json",
   "category_name": "Price Tracking",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "everyday-spending"
   ],
   "hubs": []
  },
  {
   "slug": "escalate-stuck-airline-refund-to-regulator",
   "title": "Escalate a stuck airline refund to the regulator with an AI-organized case file",
   "category": "travel",
   "featured": false,
   "status": "published",
   "summary": "When an airline stalls or contradicts itself, a tight timeline and a regulator complaint can break the logjam. AI helps you build both.",
   "result_headline": "Full ₹43,992 airline refund after regulator escalation",
   "time_estimate": "1–2 hrs",
   "time_minutes": 90,
   "difficulty": "Medium",
   "problem": "Airlines sometimes deny refunds they owe, give conflicting answers, or let complaints go in circles.",
   "how_ai_helps": "AI can organize every email and call into a timeline, highlight contradictions, identify which rules apply, and draft escalations to the airline and the regulator.",
   "real_examples": [
    {
     "what_ai_did": "A passenger used ChatGPT as a 'strategy assistant' in an IndiGo cancellation refund dispute: researching the rules, drafting escalations and pointing out contradictions between the airline's cancellation email and its later claims. The passenger escalated through airline support, AirSewa, the DGCA and CPGRAMS.",
     "reported_result": "The poster says they ultimately received the full ₹43,992 refund.",
     "source_name": "Reddit r/indianaviation",
     "source_url": "https://www.reddit.com/r/indianaviation/comments/1rv3i06/i_used_chatgpt_as_a_strategy_assistant_to_win_a/",
     "date": "2026",
     "verification": "Self-reported; not independently verified"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "US DOT: File an air travel complaint",
     "url": "https://www.transportation.gov/airconsumer/file-consumer-complaint",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "AirSewa (India)",
     "url": "https://airsewa.gov.in/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Save everything: booking confirmation, cancellation or change notices, emails, chat logs and call notes with dates.",
    "Ask the AI to build a timeline and flag contradictions (for example, a cancellation email vs a later claim that the flight operated).",
    "Send a written escalation to the airline's customer relations team citing the rule that applies.",
    "If that fails, file with the regulator: the US DOT for flights to, from or within the US; AirSewa in India; national bodies in the EU and UK.",
    "If you paid by card, ask your issuer about a dispute as well."
   ],
   "prompt": "I'm owed a refund of [AMOUNT] by [AIRLINE] for flight [NUMBER] on [DATE] from [ORIGIN] to [DESTINATION]. Here's everything I have, with personal details removed: [PASTE EMAILS, CHAT LOGS, CALL NOTES WITH DATES]. 1) Build a dated timeline and point out any contradictions in what the airline told me. 2) Tell me which passenger rules likely apply (the country of departure and airline matter) and where to verify them. 3) Draft a firm escalation to the airline's customer relations team. 4) Draft a complaint for the right regulator, and tell me which one.",
   "caveats": [
    "Rules depend on where you flew and which airline operated the flight; verify them on the regulator's site.",
    "Keep the tone factual; regulators respond to dates and documents, not anger."
   ],
   "sources": [
    "https://www.reddit.com/r/indianaviation/comments/1rv3i06/i_used_chatgpt_as_a_strategy_assistant_to_win_a/",
    "https://airsewa.gov.in/",
    "https://www.transportation.gov/airconsumer/file-consumer-complaint"
   ],
   "tags": [
    "airline refund",
    "DOT complaint",
    "AirSewa",
    "flight cancellation",
    "escalation"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Regulator complaints usually prompt an airline response within weeks."
    ],
    "if_no": [
     "Dispute the charge with your card issuer.",
     "Consider small claims court for larger amounts."
    ]
   },
   "result_kind": "saving",
   "url": "https://www.cheaperbyai.com/use-cases/escalate-stuck-airline-refund-to-regulator/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/escalate-stuck-airline-refund-to-regulator.json",
   "category_name": "Travel Refunds & Fares",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "travel"
   ],
   "hubs": [
    "get-flight-refund"
   ]
  },
  {
   "slug": "claim-dot-automatic-refund-cancelled-flight",
   "title": "Claim your cash refund when a US flight is cancelled or significantly changed",
   "category": "travel",
   "featured": false,
   "status": "published",
   "summary": "Under DOT rules, if your flight is cancelled or significantly changed and you decline the alternative, you're owed a cash refund, not just a voucher.",
   "result_headline": null,
   "time_estimate": "10–15 min",
   "time_minutes": 15,
   "difficulty": "Easy",
   "problem": "Airlines often steer passengers to vouchers or credits when a refund is required.",
   "how_ai_helps": "AI can check your situation against DOT's definitions (significant delay or change) and draft a refund request that cites the rule.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "US DOT: Airline refunds",
     "url": "https://www.transportation.gov/individuals/aviation-consumer-protection/refunds",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Check whether your flight qualifies: cancelled, or significantly changed (DOT defines this, e.g. a domestic departure or arrival change of 3+ hours, or 6+ hours internationally, a different airport, or added connections).",
    "Don't accept a voucher or rebooking if you want your money back.",
    "Ask the airline for a refund to your original payment method, citing DOT's refund rule.",
    "If it doesn't arrive (DOT says within 7 business days for card purchases and 20 calendar days for other payments), file a DOT complaint."
   ],
   "prompt": "My flight [AIRLINE, NUMBER] on [DATE] from [ORIGIN] to [DESTINATION] was [cancelled / changed: DESCRIBE]. I [did / did not] accept a rebooking or voucher. I paid $[AMOUNT] by [card / other], including these extras: [BAGS, SEATS]. 1) Tell me whether DOT's refund rule likely entitles me to a cash refund, explaining the 'significant change' definitions. 2) Draft a short refund request citing the rule, including ancillary fees. 3) Tell me how to file a DOT complaint if it's late.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Rules apply to flights to, from or within the US. Other countries have their own rules (see the EU261 entry).",
    "If you accept a voucher or alternative flight, you may lose the right to a refund."
   ],
   "sources": [
    "https://www.transportation.gov/individuals/aviation-consumer-protection/refunds",
    "https://www.ecfr.gov/current/title-14/chapter-II/subchapter-A/part-260/section-260.6"
   ],
   "tags": [
    "DOT refund",
    "flight cancellation",
    "airline refund",
    "voucher"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Many airlines now issue refunds automatically once you decline the alternative."
    ],
    "if_no": [
     "File a DOT complaint.",
     "Dispute the charge with your card issuer."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/claim-dot-automatic-refund-cancelled-flight/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/claim-dot-automatic-refund-cancelled-flight.json",
   "category_name": "Travel Refunds & Fares",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "travel"
   ],
   "hubs": [
    "get-flight-refund"
   ]
  },
  {
   "slug": "get-checked-bag-fee-refund-delayed-bag",
   "title": "Get your checked-bag fee refunded when your bag arrives late",
   "category": "travel",
   "featured": false,
   "status": "published",
   "summary": "Under DOT rules, airlines must refund the checked-bag fee when your bag is significantly delayed and you filed a mishandled baggage report.",
   "result_headline": null,
   "time_estimate": "10 min",
   "time_minutes": 10,
   "difficulty": "Easy",
   "problem": "Travelers file a delayed-bag report but don't realize the bag fee itself is refundable.",
   "how_ai_helps": "AI can check whether your delay meets DOT's thresholds and draft the refund request.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "US DOT: Lost, delayed or damaged baggage",
     "url": "https://www.transportation.gov/lost-delayed-or-damaged-baggage",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "File a mishandled baggage report with the airline before leaving the airport (or as soon as possible).",
    "Note when your flight arrived at the gate and when the bag was delivered.",
    "Check DOT's thresholds: 12 hours for domestic flights; 15 hours for international flights of 12 hours or less; 30 hours for longer international flights.",
    "Ask the airline for the bag-fee refund and, separately, reimbursement for reasonable expenses; keep receipts."
   ],
   "prompt": "My checked bag on [AIRLINE, FLIGHT, DATE] arrived [HOURS] hours after my flight reached the gate. The flight was [domestic / international, about X hours]. I filed a mishandled baggage report [reference number]. I paid $[BAG FEE] for the bag and spent $[EXPENSES] on essentials. 1) Tell me whether DOT's rule requires a bag-fee refund in my case. 2) Draft a short request for the bag-fee refund and for reimbursement of my expenses. 3) List the receipts and details to include.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "You generally need to have filed a mishandled baggage report.",
    "Expense reimbursement rules vary by airline; keep purchases reasonable and save receipts."
   ],
   "sources": [
    "https://www.ecfr.gov/current/title-14/chapter-II/subchapter-A/part-260/section-260.5",
    "https://www.transportation.gov/lost-delayed-or-damaged-baggage"
   ],
   "tags": [
    "delayed baggage",
    "bag fee refund",
    "DOT",
    "lost luggage"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Under DOT's rule, eligible bag-fee refunds should be prompt (7 business days for card purchases)."
    ],
    "if_no": [
     "Follow up in writing with your report number.",
     "File a DOT complaint if it isn't refunded."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/get-checked-bag-fee-refund-delayed-bag/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/get-checked-bag-fee-refund-delayed-bag.json",
   "category_name": "Travel Refunds & Fares",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "travel"
   ],
   "hubs": []
  },
  {
   "slug": "claim-meals-hotel-airline-controllable-delay",
   "title": "Claim meals, hotels and rebooking an airline promised after a controllable delay",
   "category": "travel",
   "featured": false,
   "status": "published",
   "summary": "US airlines publish what they'll provide when a cancellation or delay is their fault. DOT tracks it on FlightRights.gov.",
   "result_headline": null,
   "time_estimate": "10–15 min",
   "time_minutes": 15,
   "difficulty": "Easy",
   "problem": "Stranded travelers pay for meals and hotels themselves without knowing the airline committed to cover them.",
   "how_ai_helps": "AI can check your airline's commitments on DOT's dashboard and draft a reimbursement request with your receipts.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "FlightRights.gov (DOT dashboard)",
     "url": "https://flightrights.gov/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Ask the gate or app agent whether the delay or cancellation is 'controllable' (for example, crew or maintenance) and request vouchers on the spot.",
    "Check your airline's commitments on FlightRights.gov (meals after 3 hours, hotels for overnight delays, and so on).",
    "Keep receipts if you pay yourself.",
    "Ask the AI to draft a reimbursement request citing the airline's published commitment."
   ],
   "prompt": "My flight [AIRLINE, NUMBER, DATE] was [delayed X hours / cancelled] because of [REASON GIVEN]. I paid for [MEALS / HOTEL / TRANSPORT]: [AMOUNTS]. 1) Tell me how to check whether [AIRLINE] committed to cover these for controllable disruptions on DOT's dashboard. 2) Draft a short reimbursement request citing the commitment and attaching receipts. 3) Tell me what to do if they say the cause was weather.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Weather and air traffic control delays usually aren't covered by these commitments."
   ],
   "sources": [
    "https://flightrights.gov/",
    "https://www.transportation.gov/airconsumer/airline-cancellation-delay-dashboard"
   ],
   "tags": [
    "flight delay",
    "airline commitments",
    "meal voucher",
    "hotel"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Airlines usually reimburse reasonable receipts; vouchers on the spot are faster."
    ],
    "if_no": [
     "Escalate in writing to customer relations with the dashboard commitment.",
     "File a DOT complaint."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/claim-meals-hotel-airline-controllable-delay/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/claim-meals-hotel-airline-controllable-delay.json",
   "category_name": "Travel Refunds & Fares",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "travel"
   ],
   "hubs": [
    "get-flight-refund"
   ]
  },
  {
   "slug": "rebook-hotel-when-price-drops",
   "title": "Rebook a refundable hotel when the price drops after you book",
   "category": "travel",
   "featured": false,
   "status": "published",
   "summary": "If your hotel booking is free to cancel, track the rate and rebook at the lower price before the cancellation deadline.",
   "result_headline": null,
   "time_estimate": "10 min",
   "time_minutes": 10,
   "difficulty": "Easy",
   "problem": "Hotel prices move after you book, but most people never check again.",
   "how_ai_helps": "AI can help you track the same room and terms, decide when a drop is worth rebooking, and write a message asking the hotel to match.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Google Hotels",
     "url": "https://www.google.com/travel/hotels",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Can track hotel prices for your dates"
    }
   ],
   "how_to": [
    "Book a refundable rate and note the free-cancellation deadline.",
    "Turn on price tracking for the hotel and dates (Google Hotels offers this).",
    "When the price drops for the same room type and terms, book the new rate first, confirm it, then cancel the old one.",
    "Or contact the hotel directly and ask them to adjust your existing reservation."
   ],
   "prompt": "I booked [HOTEL] for [DATES], [ROOM TYPE], at $[PRICE] with free cancellation until [DEADLINE]. I now see $[NEW PRICE] for [same / different] terms on [SITE]. 1) Tell me whether the new rate is truly comparable (room type, taxes and fees, cancellation policy, loyalty points). 2) Tell me the safest order of steps to switch. 3) Write a short message asking the hotel to match the lower price on my existing booking.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Never cancel a non-refundable booking to rebook; you'll lose the original payment.",
    "Compare the total with taxes and mandatory fees."
   ],
   "sources": [
    "https://support.google.com/travel/answer/6276008?hl=en"
   ],
   "tags": [
    "hotel price drop",
    "rebook",
    "refundable",
    "Google Hotels"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Hotels booked direct are more likely to adjust your rate on request."
    ],
    "if_no": [
     "Keep your original booking if the cheaper rate has worse terms.",
     "Set another alert; prices may drop again."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/rebook-hotel-when-price-drops/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/rebook-hotel-when-price-drops.json",
   "category_name": "Travel Refunds & Fares",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "travel"
   ],
   "hubs": []
  },
  {
   "slug": "decide-on-rental-car-insurance-at-counter",
   "title": "Decide whether to buy rental car insurance before you get to the counter",
   "category": "travel",
   "featured": false,
   "status": "published",
   "summary": "Your auto policy or credit card may already cover a rental. AI can read your coverage and tell you what's missing.",
   "result_headline": null,
   "time_estimate": "15–20 min",
   "time_minutes": 20,
   "difficulty": "Easy",
   "problem": "Counter staff push expensive collision waivers and liability add-ons, and it's hard to decide on the spot.",
   "how_ai_helps": "AI can compare your auto policy, card benefits and the rental company's options, and list the gaps that matter.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Triple-I: Rental car insurance",
     "url": "https://www.iii.org/article/rental-car-insurance",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Pull your auto declarations page and your credit card's rental car benefit guide.",
    "Ask the AI to list what's covered (collision, liability, loss of use, towing) and what isn't.",
    "Call your insurer or card issuer to confirm anything unclear.",
    "Decide before you arrive, and decline duplicate coverage at the counter."
   ],
   "prompt": "I'm renting a [CAR TYPE] in [LOCATION] for [DAYS] days. My auto policy declarations: [PASTE COVERAGES AND LIMITS]. My credit card's rental benefit says: [PASTE]. The rental company offers: [LIST OPTIONS AND PRICES]. 1) Make a table of what's covered by my policy, my card, and each counter option. 2) Flag gaps (loss of use, administrative fees, liability limits, international rentals). 3) Tell me what to buy, if anything, and what to confirm by phone.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Card benefits often require you to pay with that card and decline the rental company's collision waiver.",
    "Coverage abroad can differ from coverage at home."
   ],
   "sources": [
    "https://www.iii.org/article/rental-car-insurance",
    "https://www.tdi.texas.gov/tips/rental-car-insurance.html"
   ],
   "tags": [
    "rental car insurance",
    "collision damage waiver",
    "credit card benefits"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Counter staff may push coverage hard; a printed copy of your coverage helps."
    ],
    "if_no": [
     "If you're unsure, buy only the specific gap (for example, collision) rather than the full package."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/decide-on-rental-car-insurance-at-counter/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/decide-on-rental-car-insurance-at-counter.json",
   "category_name": "Travel Refunds & Fares",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "travel"
   ],
   "hubs": []
  },
  {
   "slug": "claim-uk-train-delay-repay-compensation",
   "title": "Claim UK train delay compensation (Delay Repay) in a few minutes",
   "category": "travel",
   "featured": false,
   "status": "published",
   "summary": "On participating UK train services, you can claim compensation for delays of 15 minutes or more. AI can help you check and file.",
   "result_headline": null,
   "time_estimate": "5–10 min",
   "time_minutes": 10,
   "difficulty": "Easy",
   "problem": "Many eligible passengers never claim because they don't know about Delay Repay or which company to claim from.",
   "how_ai_helps": "AI can work out which train company to claim from, check eligibility from your journey details, and draft the claim.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "National Rail: Compensation and refunds",
     "url": "https://www.nationalrail.co.uk/help-and-assistance/compensation-and-refunds/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Keep your ticket (or e-ticket) and note the planned and actual arrival times.",
    "Check National Rail's compensation page: you generally claim from the company that ran the delayed train, online or by post.",
    "Ask the AI to confirm which company to claim from and what details you need.",
    "Submit within the train company's deadline (often 28 days)."
   ],
   "prompt": "I traveled from [ORIGIN] to [DESTINATION] on [DATE] with a [TICKET TYPE] ticket costing £[PRICE]. I was due at [TIME] and arrived at [TIME]. The train was run by [COMPANY, if known]. 1) Tell me whether I'm likely eligible for Delay Repay and which company to claim from. 2) List the details and evidence to include. 3) Tell me what to check about the claim deadline on the company's site.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Compensation levels and deadlines vary by train company; check its own Delay Repay page."
   ],
   "sources": [
    "https://www.nationalrail.co.uk/help-and-assistance/compensation-and-refunds/"
   ],
   "tags": [
    "Delay Repay",
    "UK trains",
    "train delay compensation",
    "National Rail"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Train companies usually pay within a few weeks once the claim is checked."
    ],
    "if_no": [
     "Ask the train company to review a rejected claim.",
     "Escalate to the Rail Ombudsman if it isn't resolved."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/claim-uk-train-delay-repay-compensation/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/claim-uk-train-delay-repay-compensation.json",
   "category_name": "Travel Refunds & Fares",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "travel"
   ],
   "hubs": []
  },
  {
   "slug": "cross-check-cpa-prepared-tax-return-with-ai",
   "title": "Cross-check a preparer's draft tax return with two AI chatbots before you sign",
   "category": "taxes-benefits",
   "featured": false,
   "status": "published",
   "summary": "Before filing, run your preparer's draft and your tax documents past two chatbots, then take any shared findings to your preparer as questions.",
   "result_headline": "Two errors flagged before filing (expected $2,686, not yet confirmed)",
   "time_estimate": "1–2 hrs",
   "time_minutes": 90,
   "difficulty": "Medium",
   "problem": "Even professionally prepared returns can contain data-entry errors or missed items, and most people sign without reviewing them.",
   "how_ai_helps": "AI can match each figure on the draft to your source documents, flag mismatches and possible missed deductions, and turn them into questions for your preparer.",
   "real_examples": [
    {
     "what_ai_did": "Before filing, a LinkedIn poster ran her CPA-prepared draft returns and all of the couple's 2025 tax documents through both ChatGPT and Claude.",
     "reported_result": "She says both found the same two errors, which once corrected would save them $2,686. The errors weren't described.",
     "source_name": "LinkedIn post by Katharine (Katie) Kormanik",
     "source_url": "https://www.linkedin.com/posts/katiekormanik_ai-just-saved-me-and-my-husband-2686-in-activity-7446399497137672192-Pqwh",
     "date": "2026-04-05",
     "verification": "Self-reported; not independently verified"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Get the full draft return as a PDF and gather all your tax documents (W-2s, 1099s, 1098s, receipts).",
    "Remove Social Security numbers, account numbers and addresses before uploading.",
    "Ask one chatbot to match every figure to a source document and list mismatches and possible missed items; then ask a second chatbot independently.",
    "Focus on issues both found, and send them to your preparer as questions, not conclusions.",
    "Let the preparer confirm and correct before you sign and file."
   ],
   "prompt": "Review my draft tax return against my tax documents (personal details removed). Draft return: [ATTACH]. Documents: [ATTACH W-2s, 1099s, 1098s, ETC.]. Changes this year: [MOVE, NEW JOB, CHILD, HOME PURCHASE, SALE OF ASSETS]. 1) Match every figure on the return to a source document and list any that don't match (form, line, what the return says, what the document says). 2) Flag possible missed deductions or credits, with the rule behind each. 3) Estimate the money impact of each and label it as an estimate. 4) Write the issues as polite questions for my preparer. Tell me which items you're least sure about.",
   "caveats": [
    "Treat AI findings as questions for a professional; chatbots can be wrong about tax rules.",
    "Don't upload unredacted documents with Social Security numbers.",
    "The reported saving is what the poster expects once errors are corrected, not a confirmed refund."
   ],
   "sources": [
    "https://www.linkedin.com/posts/katiekormanik_ai-just-saved-me-and-my-husband-2686-in-activity-7446399497137672192-Pqwh"
   ],
   "tags": [
    "tax return review",
    "CPA",
    "tax errors",
    "ChatGPT",
    "Claude"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Preparers usually welcome specific questions with document references."
    ],
    "if_no": [
     "Ask for a second opinion from another preparer or a free VITA site.",
     "If you've already filed, ask about an amended return."
    ]
   },
   "result_kind": "estimate",
   "url": "https://www.cheaperbyai.com/use-cases/cross-check-cpa-prepared-tax-return-with-ai/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/cross-check-cpa-prepared-tax-return-with-ai.json",
   "category_name": "Taxes & Benefits",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "taxes-benefits"
   ],
   "hubs": []
  },
  {
   "slug": "check-eitc-eligibility",
   "title": "Check whether you qualify for the Earned Income Tax Credit (EITC)",
   "category": "taxes-benefits",
   "featured": false,
   "status": "published",
   "summary": "The EITC can be worth thousands for working people with low to moderate income, and many eligible people miss it. Check with the IRS tool.",
   "result_headline": null,
   "time_estimate": "15–20 min",
   "time_minutes": 20,
   "difficulty": "Easy",
   "problem": "Eligibility rules (income, qualifying children, investment income) are confusing, so people assume they don't qualify.",
   "how_ai_helps": "AI can explain the rules in plain English and help you prepare for the IRS EITC Assistant, which gives the official answer.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "IRS EITC Assistant",
     "url": "https://www.irs.gov/credits-deductions/individuals/earned-income-tax-credit/use-the-eitc-assistant",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Gather your income for the year, filing status and details about any children who lived with you.",
    "Ask the AI to explain the qualifying child and income rules in plain English.",
    "Run the official IRS EITC Assistant to check eligibility and an estimate.",
    "Claim it on your return; you can also claim it for up to three prior years with an amended or late return."
   ],
   "prompt": "I'm checking whether I qualify for the Earned Income Tax Credit for tax year [YEAR]. Filing status: [STATUS]. Earned income: $[AMOUNT]. Investment income: $[AMOUNT]. Children who lived with me: [AGES, MONTHS LIVED WITH ME, RELATIONSHIP]. 1) Explain the main EITC rules that apply to me in plain English. 2) Tell me which answers I'll need for the IRS EITC Assistant. 3) Flag anything that commonly causes EITC errors or delays. Don't give me a final dollar figure; tell me to confirm with the IRS tool.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "By law, refunds that include the EITC can't be issued before mid-February.",
    "Paid preparers who promise a bigger EITC refund for a fee are a red flag; free help is available through VITA."
   ],
   "sources": [
    "https://www.irs.gov/credits-deductions/individuals/earned-income-tax-credit-eitc",
    "https://www.irs.gov/credits-deductions/individuals/earned-income-tax-credit/use-the-eitc-assistant"
   ],
   "tags": [
    "EITC",
    "earned income tax credit",
    "tax refund",
    "low income"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "The IRS EITC Assistant gives an estimate in minutes."
    ],
    "if_no": [
     "Get free help at a VITA site to check your eligibility.",
     "If a past EITC claim was denied, read the IRS letter carefully before claiming again."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/check-eitc-eligibility/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/check-eitc-eligibility.json",
   "category_name": "Taxes & Benefits",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "taxes-benefits"
   ],
   "hubs": []
  },
  {
   "slug": "file-taxes-free-with-vita-or-free-file",
   "title": "Find free tax filing help (VITA, TCE and IRS Free File) instead of paying",
   "category": "taxes-benefits",
   "featured": false,
   "status": "published",
   "summary": "Many people pay for tax software or preparers when they qualify for free IRS-backed options. AI can help you pick the right one.",
   "result_headline": null,
   "time_estimate": "10–15 min",
   "time_minutes": 15,
   "difficulty": "Easy",
   "problem": "Paid upsells in 'free' tax software and preparer fees eat into refunds.",
   "how_ai_helps": "AI can check which free options fit your income and situation and help you gather documents for a VITA or TCE appointment.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "IRS Free File",
     "url": "https://www.irs.gov/filing/irs-free-file-do-your-taxes-for-free",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "IRS: Free tax prep (VITA/TCE)",
     "url": "https://www.irs.gov/individuals/free-tax-return-preparation-for-qualifying-taxpayers",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Check IRS Free File guided software (income limit applies) and Free File Fillable Forms (any income).",
    "Look up free in-person help: VITA (generally for people under an income threshold, people with disabilities and limited-English speakers) and TCE (focused on people 60+).",
    "Ask the AI for a document checklist for your situation.",
    "Avoid paid add-ons if your return is simple."
   ],
   "prompt": "My situation for tax year [YEAR]: filing status [STATUS], income about $[AMOUNT], income types [W-2 / 1099 / Social Security / other], dependents [N], other details [e.g. student, self-employed, rental income]. 1) Tell me which free IRS-backed options I likely qualify for (Free File guided software, Free File Fillable Forms, VITA, TCE) and why, and tell me to confirm the current income limits on IRS.gov. 2) Make a document checklist. 3) List upsells to watch for in commercial 'free' software.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Income limits change each year; check IRS.gov.",
    "The IRS Direct File pilot isn't available for the 2026 filing season."
   ],
   "sources": [
    "https://www.irs.gov/filing/irs-free-file-do-your-taxes-for-free",
    "https://www.irs.gov/individuals/free-tax-return-preparation-for-qualifying-taxpayers",
    "https://apnews.com/article/irs-direct-file-not-available-2026-04f2d0c31bec80b55d122a0e76e08c36"
   ],
   "tags": [
    "free tax filing",
    "VITA",
    "TCE",
    "IRS Free File"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "VITA and TCE sites are seasonal and often need an appointment."
    ],
    "if_no": [
     "Use Free File Fillable Forms if your income is above the guided software limit.",
     "Call the IRS or 211 to find nearby free help."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/file-taxes-free-with-vita-or-free-file/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/file-taxes-free-with-vita-or-free-file.json",
   "category_name": "Taxes & Benefits",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "taxes-benefits"
   ],
   "hubs": []
  },
  {
   "slug": "check-property-tax-homestead-exemptions",
   "title": "Check whether you're getting every property tax exemption you qualify for",
   "category": "taxes-benefits",
   "featured": false,
   "status": "published",
   "summary": "Homestead, senior, disability and veteran exemptions can lower property taxes, but many require an application. AI can help you find yours.",
   "result_headline": null,
   "time_estimate": "20–30 min",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "Homeowners miss exemptions because they're not automatic and rules vary by state and county.",
   "how_ai_helps": "AI can list exemption types to check for your state, read your county's application, and help you fill it out on time.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Example: Texas Comptroller property tax exemptions",
     "url": "https://comptroller.texas.gov/taxes/property-tax/exemptions/",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Your state's revenue department or county assessor has its own list"
    }
   ],
   "how_to": [
    "Find your county appraisal district or assessor's website and your current tax bill or assessment notice.",
    "Ask the AI which exemption types commonly exist in your state (homestead, over-65, disability, veterans) and what to verify locally.",
    "Check the county's official list, deadlines and whether late or retroactive applications are allowed.",
    "Apply with the required proof (ID with the property address, age or disability documents)."
   ],
   "prompt": "I own a home in [COUNTY, STATE] that is my primary residence. I bought it in [YEAR]. Household: [AGES, DISABILITY OR VETERAN STATUS IF ANY]. My tax bill shows these exemptions: [LIST OR 'none']. 1) List the property tax exemption types commonly offered in my state and which might apply to me, marking what I must verify with my county. 2) Tell me what to look for on my county assessor's site (deadlines, retroactive applications, required documents). 3) Help me draft answers for the application once I paste it.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Rules and deadlines differ by state and county; use your county's official site.",
    "Claiming a homestead exemption on a property that isn't your primary residence can lead to penalties."
   ],
   "sources": [
    "https://comptroller.texas.gov/taxes/property-tax/exemptions/"
   ],
   "tags": [
    "property tax",
    "homestead exemption",
    "senior exemption",
    "veterans exemption"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Approval can take weeks; savings usually show up on the next tax bill."
    ],
    "if_no": [
     "Ask the assessor's office why you were denied and whether you can appeal.",
     "Check whether you can apply retroactively for past years."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/check-property-tax-homestead-exemptions/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/check-property-tax-homestead-exemptions.json",
   "category_name": "Taxes & Benefits",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "taxes-benefits"
   ],
   "hubs": [
    "appeal-property-tax"
   ]
  },
  {
   "slug": "appeal-college-financial-aid-award",
   "title": "Ask a college to reconsider your financial aid after a change in circumstances",
   "category": "taxes-benefits",
   "featured": false,
   "status": "published",
   "summary": "Colleges can adjust aid for special circumstances like job loss or medical costs. AI can help you organize facts, but generic AI letters fall flat.",
   "result_headline": null,
   "time_estimate": "1–2 hrs",
   "time_minutes": 90,
   "difficulty": "Medium",
   "problem": "Families don't know they can ask for a 'professional judgment' review, or send vague letters that get nowhere.",
   "how_ai_helps": "AI can help you list concrete changes, organize documents and structure a clear request; the specifics must come from you.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Federal Student Aid: Special circumstances",
     "url": "https://studentaid.gov/apply-for-aid/fafsa/filling-out/special-circumstances",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Check the school's process; many use an online form or portal for special circumstances.",
    "List concrete changes since the FAFSA tax year: lost income, medical bills, divorce, siblings in college, FAFSA errors.",
    "Gather documents (termination letter, pay stubs, bills).",
    "Use AI to organize your facts into a clear, specific request, then rewrite it in your own words.",
    "Follow up and answer any questions quickly."
   ],
   "prompt": "Help me organize a financial aid special-circumstances request to [COLLEGE]. Our FAFSA used income from [YEAR]. Since then: [SPECIFIC CHANGES WITH AMOUNTS AND DATES]. Other relevant facts: [SIBLINGS IN COLLEGE, MEDICAL COSTS, ERRORS ON FAFSA]. 1) Tell me which facts are strongest and what documents support each. 2) Draft a short, specific outline (not a generic letter) I can rewrite in my own words. 3) List questions to ask the aid office about their process.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Financial aid offices say vague, AI-written appeals often lack the details they need and create more back-and-forth. Be specific and personal.",
    "In the Inside Higher Ed report, a consultant's detailed, human-written letter far outperformed a ChatGPT draft for the same family."
   ],
   "sources": [
    "https://www.insidehighered.com/news/students/financial-aid/2026/07/23/financial-aid-offices-contend-ai-written-appeals",
    "https://studentaid.gov/apply-for-aid/fafsa/filling-out/special-circumstances"
   ],
   "tags": [
    "financial aid appeal",
    "FAFSA",
    "professional judgment",
    "college costs"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Offices may ask for more documents; responses can take several weeks."
    ],
    "if_no": [
     "Ask whether another type of aid (work-study, institutional grants) is possible.",
     "Compare offers from other schools and ask whether they'll reconsider."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/appeal-college-financial-aid-award/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/appeal-college-financial-aid-award.json",
   "category_name": "Taxes & Benefits",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "taxes-benefits"
   ],
   "hubs": []
  },
  {
   "slug": "check-snap-food-benefits-eligibility",
   "title": "Check whether your household qualifies for SNAP food benefits",
   "category": "taxes-benefits",
   "featured": false,
   "status": "published",
   "summary": "SNAP helps eligible households buy groceries. AI can explain the rules in plain English and help you prepare an application.",
   "result_headline": null,
   "time_estimate": "20–30 min",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "Many eligible households never apply because the rules look complicated or they assume they earn too much.",
   "how_ai_helps": "AI can explain the income and resource rules, list documents, and help you find your state's application.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "USDA: SNAP eligibility",
     "url": "https://www.fns.usda.gov/snap/recipient/eligibility",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Read the USDA's SNAP eligibility page and find your state's SNAP agency.",
    "Gather income, rent, utility and childcare costs, since deductions matter.",
    "Ask the AI to explain the rules for your household size in plain English.",
    "Apply through your state agency (online, by phone or in person) and complete the interview."
   ],
   "prompt": "I live in [STATE] with [HOUSEHOLD SIZE] people (ages [AGES]). Monthly gross income: $[AMOUNT]. Rent/mortgage: $[AMOUNT]. Utilities: $[AMOUNT]. Childcare or medical costs (if 60+ or disabled): $[AMOUNT]. 1) Explain the SNAP eligibility rules that apply to me, using the USDA's guidance, and which deductions may help. 2) Tell me how to find my state's application. 3) List documents to prepare. Don't give a final benefit amount; tell me to confirm with my state agency.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "States administer SNAP, and some rules (including work requirements) vary and have changed recently; confirm with your state."
   ],
   "sources": [
    "https://www.fns.usda.gov/snap/recipient/eligibility",
    "https://www.usa.gov/benefit-finder"
   ],
   "tags": [
    "SNAP",
    "food stamps",
    "benefits",
    "groceries"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "States generally decide within 30 days, faster if you qualify for expedited benefits."
    ],
    "if_no": [
     "Ask for the reason in writing and whether you can appeal.",
     "Contact a local food bank or 211 for immediate help."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/check-snap-food-benefits-eligibility/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/check-snap-food-benefits-eligibility.json",
   "category_name": "Taxes & Benefits",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "taxes-benefits",
    "everyday-spending"
   ],
   "hubs": []
  },
  {
   "slug": "claim-child-and-dependent-care-credit",
   "title": "Claim the child and dependent care credit for daycare or care costs",
   "category": "taxes-benefits",
   "featured": false,
   "status": "published",
   "summary": "If you pay for care so you can work, you may qualify for a federal credit. AI can help you gather the provider details and check the rules.",
   "result_headline": null,
   "time_estimate": "20 min",
   "time_minutes": 20,
   "difficulty": "Easy",
   "problem": "Parents and caregivers pay for daycare, summer day camps or adult care and forget to claim the credit, or lack the provider's tax ID.",
   "how_ai_helps": "AI can explain what counts as qualifying care, help you total expenses, and remind you about the provider information Form 2441 needs.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "IRS: Child and dependent care credit",
     "url": "https://www.irs.gov/credits-deductions/individuals/child-and-dependent-care-credit-information",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "List care expenses for the year (daycare, before/after-school care, summer day camp, in-home care) and who they were for.",
    "Get each provider's name, address and taxpayer ID number.",
    "Ask the AI which expenses likely qualify under the IRS rules.",
    "Claim the credit on Form 2441 with your return, and check how it interacts with a dependent care FSA."
   ],
   "prompt": "I paid for care so I could work in [YEAR]: [LIST EXPENSES, PROVIDERS, WHO THE CARE WAS FOR AND THEIR AGES]. I [do / don't] have a dependent care FSA through work ($[AMOUNT]). 1) Using the IRS's child and dependent care credit rules, tell me which expenses likely qualify and which don't (for example, overnight camp). 2) Explain how an FSA affects the credit. 3) List the provider information I need for Form 2441.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Expense limits and rules can change; check the IRS's current guidance for your tax year."
   ],
   "sources": [
    "https://www.irs.gov/credits-deductions/individuals/child-and-dependent-care-credit-information"
   ],
   "tags": [
    "child care credit",
    "dependent care",
    "Form 2441",
    "daycare"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "You'll need the provider's taxpayer ID for Form 2441."
    ],
    "if_no": [
     "Ask the provider for a year-end statement.",
     "If you missed it, consider amending a recent return."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/claim-child-and-dependent-care-credit/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/claim-child-and-dependent-care-credit.json",
   "category_name": "Taxes & Benefits",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "taxes-benefits"
   ],
   "hubs": []
  },
  {
   "slug": "amend-tax-return-to-claim-missed-refund",
   "title": "Amend a past tax return to claim a credit or deduction you missed",
   "category": "taxes-benefits",
   "featured": false,
   "status": "published",
   "summary": "Found a missed credit or deduction after filing? You can usually amend within three years with Form 1040-X. AI can help you check if it's worth it.",
   "result_headline": null,
   "time_estimate": "1–2 hrs",
   "time_minutes": 90,
   "difficulty": "Medium",
   "problem": "People find mistakes after filing but assume it's too late or too complicated to fix.",
   "how_ai_helps": "AI can estimate whether an amendment is worth it, list the forms and documents, and explain how to file and track it.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "IRS: File an amended return",
     "url": "https://www.irs.gov/filing/file-an-amended-return",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Identify the missed item and gather proof (receipts, corrected 1099s or W-2s).",
    "Ask the AI to explain the rule and roughly estimate the impact; confirm with tax software or a preparer.",
    "File Form 1040-X (electronically for recent years if your software supports it).",
    "Track it with the IRS's 'Where's My Amended Return?' tool; processing can take months."
   ],
   "prompt": "I filed my [YEAR] federal return and think I missed [DEDUCTION / CREDIT / INCOME CORRECTION] because [REASON]. Relevant details: [AMOUNTS, DOCUMENTS]. 1) Explain the rule in plain English and whether I likely qualify. 2) Roughly estimate the change in my refund and label it as an estimate. 3) Tell me how to file Form 1040-X, the deadline, and whether my state return also needs amending.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "To claim a refund you generally must file within three years of filing the original return (returns filed early count as filed on the due date) or two years after paying the tax, whichever is later.",
    "Amending can also reveal errors that increase what you owe."
   ],
   "sources": [
    "https://www.irs.gov/filing/file-an-amended-return"
   ],
   "tags": [
    "amended return",
    "Form 1040-X",
    "missed deduction",
    "tax refund"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Amended returns can take several months to process."
    ],
    "if_no": [
     "Check 'Where's My Amended Return?' and call the IRS if it's been longer than expected.",
     "Get free help from a VITA site."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/amend-tax-return-to-claim-missed-refund/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/amend-tax-return-to-claim-missed-refund.json",
   "category_name": "Taxes & Benefits",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "taxes-benefits"
   ],
   "hubs": []
  },
  {
   "slug": "claim-2025-home-energy-tax-credits-before-they-lapse",
   "title": "Claim 2025 home energy tax credits (they ended for 2026 installs)",
   "category": "taxes-benefits",
   "featured": false,
   "status": "published",
   "summary": "Energy-efficient home improvements and solar installed in 2025 may still qualify for federal credits on your 2025 return, but not 2026 installs.",
   "result_headline": null,
   "time_estimate": "30–45 min",
   "time_minutes": 45,
   "difficulty": "Medium",
   "problem": "The federal home energy credits ended for property placed in service after December 31, 2025, and people who installed upgrades in 2025 may not have claimed them.",
   "how_ai_helps": "AI can check whether your 2025 projects qualify, explain the annual limits and required details (like manufacturer IDs), and help you amend if you missed it.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "IRS: Energy Efficient Home Improvement Credit",
     "url": "https://www.irs.gov/credits-deductions/energy-efficient-home-improvement-credit",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Gather invoices for 2025 work: heat pumps, insulation, windows, doors, solar, battery storage, home energy audits.",
    "Read the IRS pages for the Energy Efficient Home Improvement Credit and the One Big Beautiful Bill changes.",
    "Ask the AI to sort your items into likely qualifying and not, with the annual limits.",
    "Claim on Form 5695 with your 2025 return, or amend if you already filed without it."
   ],
   "prompt": "In 2025 I installed these at my primary home in [STATE]: [LIST ITEMS, COSTS, DATES INSTALLED, MANUFACTURER AND MODEL]. I [have / haven't] filed my 2025 return. 1) Using IRS guidance, tell me which items likely qualify for the Energy Efficient Home Improvement Credit or the Residential Clean Energy Credit, and the limits. 2) List the details I need (including any Qualified Manufacturer Identification Number). 3) Tell me how to claim it or amend. 4) Confirm that 2026 installs don't qualify, citing the IRS.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Under the One Big Beautiful Bill Act, these credits aren't available for property placed in service after December 31, 2025.",
    "State and utility rebates are separate and may still exist; check locally."
   ],
   "sources": [
    "https://www.irs.gov/credits-deductions/energy-efficient-home-improvement-credit",
    "https://www.irs.gov/newsroom/faqs-for-modification-of-sections-25c-25d-25e-30c-30d-45l-45w-and-179d-under-public-law-119-21-139-stat-72-july-4-2025-commonly-known-as-the-one-big-beautiful-bill-obbb"
   ],
   "tags": [
    "energy tax credit",
    "heat pump",
    "solar credit",
    "Form 5695",
    "25C"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "You claim the credit on Form 5695 with your 2025 return."
    ],
    "if_no": [
     "If you missed it, ask a preparer about amending your 2025 return.",
     "Check state and utility rebates for 2026 projects."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/claim-2025-home-energy-tax-credits-before-they-lapse/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/claim-2025-home-energy-tax-credits-before-they-lapse.json",
   "category_name": "Taxes & Benefits",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "taxes-benefits",
    "everyday-spending"
   ],
   "hubs": []
  },
  {
   "slug": "switch-energy-tariff-to-match-your-usage",
   "title": "Ask your energy supplier which rate plan fits how you actually use power",
   "category": "home-everyday",
   "featured": false,
   "status": "published",
   "summary": "Time-of-use or variable plans can be cheaper if your usage fits them. AI can analyze your usage and prepare questions for your supplier.",
   "result_headline": "Estimated £626/yr saving from a tariff switch",
   "time_estimate": "30–45 min",
   "time_minutes": 45,
   "difficulty": "Medium",
   "problem": "Many households stay on a default plan without checking whether a time-of-use or different plan would cost less for their usage.",
   "how_ai_helps": "AI can read your bills or hourly usage data, estimate which plan suits your habits, suggest usage shifts, and write questions for your utility.",
   "real_examples": [
    {
     "what_ai_did": "A UK personal finance journalist used a ChatGPT script to approach her energy supplier, Octopus. After a phone discussion, the supplier suggested an hourly 'agile' electricity tariff and a variable gas tariff based on her usage.",
     "reported_result": "She was told she could have saved £45 on electricity in the previous month (potentially about £540 a year) and £86 on gas over the past year, and switched, for a possible saving of £626 a year.",
     "source_name": "Manchester Evening News (reporting the i Paper)",
     "source_url": "https://www.manchestereveningnews.co.uk/news/uk-news/woman-asked-chatgpt-help-slash-32152064",
     "date": "2025-07-28",
     "verification": "Journalist's first-person test; savings are estimates"
    },
    {
     "what_ai_did": "A Phoenix resident had ChatGPT analyze APS bills and hourly usage, then changed scheduling and usage habits.",
     "reported_result": "The poster says savings were already showing on the bill; no dollar figure was given.",
     "source_name": "Reddit r/phoenix",
     "source_url": "https://www.reddit.com/r/phoenix/comments/1pvglgc/chatgpt_saved_me_money_on_my_energy_bill_with_aps/",
     "date": "2025",
     "verification": "Self-reported; not independently verified"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Download 12 months of bills or hourly usage data from your utility's website or app.",
    "Paste or upload it (remove account numbers) and ask the AI when you use the most power.",
    "Ask it to compare your usage with the plan options your utility lists, including peak hours.",
    "Call or email the utility to confirm the estimate before switching; ask whether you can switch back if it costs more.",
    "Shift flexible usage (laundry, dishwasher, EV charging) to off-peak hours if you switch."
   ],
   "prompt": "Here's my electricity usage data (personal details removed): [PASTE MONTHLY OR HOURLY USAGE]. My utility, [UTILITY], offers these plans: [PASTE PLAN NAMES, RATES, PEAK HOURS]. 1) Describe when I use the most electricity. 2) Estimate my annual cost on each plan, showing the math and labeling it as an estimate. 3) Suggest realistic usage shifts that would make a time-of-use plan cheaper. 4) Write questions to ask the utility before switching.",
   "caveats": [
    "Time-of-use plans can cost more if you can't shift usage away from peak hours.",
    "The UK example's £626 is an estimate based on past usage, not a confirmed saving."
   ],
   "sources": [
    "https://www.manchestereveningnews.co.uk/news/uk-news/woman-asked-chatgpt-help-slash-32152064",
    "https://www.reddit.com/r/phoenix/comments/1pvglgc/chatgpt_saved_me_money_on_my_energy_bill_with_aps/"
   ],
   "tags": [
    "time-of-use",
    "energy bill",
    "electricity plan",
    "utility",
    "tariff"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Utilities can usually estimate your cost on another plan from your past usage."
    ],
    "if_no": [
     "Ask about budget billing or efficiency rebates.",
     "Check for a free home energy audit (see the related entry)."
    ]
   },
   "result_kind": "estimate",
   "url": "https://www.cheaperbyai.com/use-cases/switch-energy-tariff-to-match-your-usage/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/switch-energy-tariff-to-match-your-usage.json",
   "category_name": "Home & Everyday Spending",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "everyday-spending"
   ],
   "hubs": [
    "lower-electric-bill"
   ]
  },
  {
   "slug": "apply-for-liheap-energy-bill-help",
   "title": "Apply for LIHEAP help with heating, cooling or overdue energy bills",
   "category": "home-everyday",
   "featured": false,
   "status": "published",
   "summary": "The federal Low Income Home Energy Assistance Program (LIHEAP) helps eligible households with energy bills and crises. AI can help you apply.",
   "result_headline": null,
   "time_estimate": "30–60 min",
   "time_minutes": 45,
   "difficulty": "Easy",
   "problem": "Households facing shutoff notices or high winter bills often don't know LIHEAP exists or how to apply locally.",
   "how_ai_helps": "AI can explain eligibility in plain English, find your local office, and prepare a document checklist and answers for the application.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "HHS: LIHEAP",
     "url": "https://www.acf.hhs.gov/ocs/programs/liheap",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Find your state or local LIHEAP office through the federal LIHEAP page.",
    "Gather proof of income, a recent energy bill, ID and any shutoff notice.",
    "Ask the AI to explain the application and help draft answers.",
    "Apply early; funds can run out. If you have a shutoff notice, say so, since many programs have crisis help.",
    "Ask your utility about payment plans and shutoff protections while you wait."
   ],
   "prompt": "I live in [STATE] with [HOUSEHOLD SIZE] people. Monthly household income: $[AMOUNT]. My energy bill is $[AMOUNT] and I [have / don't have] a shutoff notice. 1) Explain how LIHEAP works and how to find my local office using the official federal page. 2) List documents to prepare. 3) Help me prepare answers to common application questions. 4) Draft a short message asking my utility about a payment plan while I apply.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Benefits and rules are set by each state and funding can run out; apply early."
   ],
   "sources": [
    "https://www.acf.hhs.gov/ocs/programs/liheap"
   ],
   "tags": [
    "LIHEAP",
    "energy assistance",
    "utility bill help",
    "shutoff"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Many programs pay the utility directly; crisis help can be faster."
    ],
    "if_no": [
     "Ask about other local assistance through 211.",
     "Ask your utility about payment plans and shutoff protections."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/apply-for-liheap-energy-bill-help/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/apply-for-liheap-energy-bill-help.json",
   "category_name": "Home & Everyday Spending",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "everyday-spending"
   ],
   "hubs": [
    "lower-electric-bill"
   ]
  },
  {
   "slug": "get-free-weatherization-home-energy-upgrades",
   "title": "Check if you qualify for free home weatherization upgrades",
   "category": "home-everyday",
   "featured": false,
   "status": "published",
   "summary": "The DOE Weatherization Assistance Program provides free energy efficiency upgrades to eligible low-income households.",
   "result_headline": null,
   "time_estimate": "20–30 min",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "High energy bills in drafty homes are common, and few eligible households know free weatherization exists.",
   "how_ai_helps": "AI can explain eligibility, help you find your local agency, and prepare your application.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "DOE: Weatherization Assistance Program",
     "url": "https://www.energy.gov/scep/wap/weatherization-assistance-program",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Check eligibility and find your state's program on the Department of Energy's Weatherization page.",
    "Gather proof of income and a recent utility bill; renters may need landlord permission.",
    "Ask the AI to explain the process and prepare questions for the local agency.",
    "Apply and schedule the energy audit."
   ],
   "prompt": "I live in [STATE] with [HOUSEHOLD SIZE] people, income about $[AMOUNT], and I [own / rent] my home. Energy bills are about $[AMOUNT]/month. 1) Explain the DOE Weatherization Assistance Program in plain English and whether I'm likely eligible. 2) Tell me how to find my local provider. 3) List documents and, if I rent, what to ask my landlord.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Waiting lists are common; apply early."
   ],
   "sources": [
    "https://www.energy.gov/scep/wap/weatherization-assistance-program"
   ],
   "tags": [
    "weatherization",
    "energy efficiency",
    "free home upgrades",
    "DOE"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Expect a home energy audit before work is scheduled; waiting lists are common."
    ],
    "if_no": [
     "Ask your utility about free or rebated efficiency programs.",
     "Ask about LIHEAP for bill help in the meantime."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/get-free-weatherization-home-energy-upgrades/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/get-free-weatherization-home-energy-upgrades.json",
   "category_name": "Home & Everyday Spending",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "everyday-spending"
   ],
   "hubs": [
    "lower-electric-bill"
   ]
  },
  {
   "slug": "compare-moving-quotes-and-avoid-scams",
   "title": "Compare moving company quotes and spot moving scams with AI",
   "category": "home-everyday",
   "featured": false,
   "status": "published",
   "summary": "Have AI compare written moving estimates side by side and check for scam signs, then verify the mover with the FMCSA.",
   "result_headline": null,
   "time_estimate": "30–45 min",
   "time_minutes": 45,
   "difficulty": "Medium",
   "problem": "Moving quotes vary by type (binding vs non-binding), and rogue movers lowball estimates, then hold belongings hostage.",
   "how_ai_helps": "AI can normalize quotes, flag red flags like large deposits or phone-only estimates, and tell you what to check about licensing.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "FMCSA: Protect Your Move",
     "url": "https://www.fmcsa.dot.gov/protect-your-move",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Get at least three written estimates, ideally after an in-home or video survey.",
    "Ask the AI to compare price type (binding, non-binding), included services, extra fees, insurance (valuation) and deposits.",
    "For interstate moves, look up each mover's USDOT number and complaint history through the FMCSA's Protect Your Move resources.",
    "Avoid large upfront deposits and movers who won't put estimates in writing."
   ],
   "prompt": "I'm moving from [ORIGIN] to [DESTINATION] around [DATE], about [SIZE OF HOME]. Here are my written moving quotes (company names kept, my details removed): [PASTE]. 1) Compare them in a table: estimate type, total, what's included, extra fees, valuation coverage, deposit, payment terms. 2) Flag red flags. 3) Tell me what to check on the FMCSA's Protect Your Move site for interstate movers. 4) List questions to ask each mover.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "The BBB warns that scammers use AI to make fake moving companies look convincing; verify licensing and addresses.",
    "Basic valuation coverage pays far less than replacement value."
   ],
   "sources": [
    "https://www.fmcsa.dot.gov/protect-your-move",
    "https://abc7chicago.com/post/better-business-bureau-says-scammers-use-ai-make-fake-moving-companies-look-more-convincing-how-protect/19339877/"
   ],
   "tags": [
    "moving quotes",
    "movers",
    "moving scam",
    "FMCSA"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "A legitimate mover will do a survey and put the estimate type in writing."
    ],
    "if_no": [
     "Walk away from movers who won't provide a USDOT number or written estimate.",
     "File complaints with the FMCSA for interstate moves."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/compare-moving-quotes-and-avoid-scams/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/compare-moving-quotes-and-avoid-scams.json",
   "category_name": "Home & Everyday Spending",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "everyday-spending"
   ],
   "hubs": []
  },
  {
   "slug": "find-water-leaks-to-cut-water-bill",
   "title": "Cut your water bill by finding leaks with an AI-guided checklist",
   "category": "home-everyday",
   "featured": false,
   "status": "published",
   "summary": "Running toilets, dripping faucets and hidden leaks can raise water bills. AI can turn your bill history and a quick meter test into a leak hunt.",
   "result_headline": null,
   "time_estimate": "30 min",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "A sudden jump in the water bill often means a leak, but people don't know how to find it.",
   "how_ai_helps": "AI can read your bill history, explain the meter test and toilet dye test, and help you decide whether to call a plumber.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "EPA WaterSense: Fix a Leak Week",
     "url": "https://www.epa.gov/watersense/fix-leak-week",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Compare recent water bills with the same months last year to spot a jump.",
    "Do a meter test: turn off all water, note the meter, wait an hour or two, and check whether it moved.",
    "Do a toilet dye test (food coloring in the tank; color in the bowl without flushing means a leak).",
    "Ask the AI to interpret the results and estimate whether it's a DIY fix (flapper, washer) or a plumber job.",
    "Ask your water utility about a leak adjustment on your bill once it's fixed."
   ],
   "prompt": "My water bills for the last [N] months were: [LIST USAGE AND AMOUNTS]. Last year's same months: [LIST]. Results of my checks: meter test [moved / didn't move], toilet dye test [results], visible drips [where]. 1) Tell me whether this suggests a leak and where to look next. 2) Give me step-by-step DIY fixes for simple causes (like a toilet flapper), with safety notes. 3) Tell me when to call a plumber. 4) Draft a short request to my water utility for a leak adjustment.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Shut off water before plumbing repairs, and call a professional for anything beyond simple fixes."
   ],
   "sources": [
    "https://www.epa.gov/watersense/fix-leak-week"
   ],
   "tags": [
    "water bill",
    "leaks",
    "toilet leak",
    "utility"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Simple toilet fixes are often cheap parts and under an hour of work."
    ],
    "if_no": [
     "Call a licensed plumber for hidden or pipe leaks.",
     "Ask the water utility about a leak adjustment once it's fixed."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/find-water-leaks-to-cut-water-bill/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/find-water-leaks-to-cut-water-bill.json",
   "category_name": "Home & Everyday Spending",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "everyday-spending"
   ],
   "hubs": []
  },
  {
   "slug": "check-product-recalls-for-free-fixes",
   "title": "Check your products for recalls and get free repairs, replacements or refunds",
   "category": "home-everyday",
   "featured": false,
   "status": "published",
   "summary": "Recalled products often come with a free fix, replacement or refund. AI can turn a list of what you own into a recall check.",
   "result_headline": null,
   "time_estimate": "15–20 min",
   "time_minutes": 20,
   "difficulty": "Easy",
   "problem": "Many recall remedies go unclaimed because owners never hear about them.",
   "how_ai_helps": "AI can help you list products with brands and models, and tell you how to search the official recall databases and claim the remedy.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "CPSC recalls",
     "url": "https://www.cpsc.gov/Recalls",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "List major products at home (appliances, baby gear, furniture, electronics) with brand and model, from receipts or labels.",
    "Search CPSC's recall site for each one.",
    "Follow the recall notice's instructions to claim the remedy and stop using dangerous products.",
    "Register new products with the manufacturer so you get notified."
   ],
   "prompt": "Here's a list of products in my home with brand and model numbers: [LIST]. 1) Tell me how to search CPSC's official recall database for each, and what search terms to use. 2) When I paste a recall notice, explain the remedy (repair, replacement, refund) and how to claim it. 3) Remind me which products to stop using immediately if they're recalled for safety hazards.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Only follow remedy instructions from the official recall notice or manufacturer site; recall-themed scams exist.",
    "Vehicle recalls are handled by NHTSA (see the car recall entry)."
   ],
   "sources": [
    "https://www.cpsc.gov/Recalls"
   ],
   "tags": [
    "product recall",
    "CPSC",
    "free repair",
    "refund"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Remedies may take a few weeks to arrive (parts, refunds or replacements)."
    ],
    "if_no": [
     "Contact the manufacturer directly using the recall notice.",
     "Report unsafe products at SaferProducts.gov."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/check-product-recalls-for-free-fixes/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/check-product-recalls-for-free-fixes.json",
   "category_name": "Home & Everyday Spending",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "everyday-spending"
   ],
   "hubs": []
  },
  {
   "slug": "build-a-budget-from-your-statements-with-ai",
   "title": "Build a realistic monthly budget from your bank statements with AI",
   "category": "home-everyday",
   "featured": false,
   "status": "published",
   "summary": "Have AI categorize three months of transactions, show where money actually goes, and suggest a few specific cuts.",
   "result_headline": null,
   "time_estimate": "30 min",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "Budgets built from guesses fail. People underestimate spending in categories like food delivery and shopping.",
   "how_ai_helps": "AI can categorize transactions, find patterns and recurring charges, and build a simple budget with realistic targets.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "CFPB: Your Money, Your Goals toolkit",
     "url": "https://www.consumerfinance.gov/consumer-tools/educator-tools/your-money-your-goals/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Export three months of transactions as CSV from your bank and card accounts.",
    "Remove account numbers and names; keep date, description and amount.",
    "Ask the AI to categorize, total by month and flag surprises.",
    "Pick two or three specific cuts and set targets, then check again next month."
   ],
   "prompt": "Here are three months of my transactions (date, description, amount; personal details removed): [PASTE CSV]. My take-home pay is $[AMOUNT]/month. 1) Categorize everything and show monthly totals per category. 2) Flag recurring charges, fees and unusual spikes. 3) Suggest three specific, realistic cuts with estimated monthly savings. 4) Build a simple monthly budget with targets I can track.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Don't connect bank logins to unfamiliar AI apps; exporting a CSV is safer.",
    "AI can miscategorize transactions; skim the results."
   ],
   "sources": [
    "https://www.consumerfinance.gov/consumer-tools/educator-tools/your-money-your-goals/"
   ],
   "tags": [
    "budget",
    "spending",
    "bank statement",
    "personal finance"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "The first month usually shows a few surprises; adjust targets after that."
    ],
    "if_no": [
     "Pick one category to cut instead of everything at once.",
     "Use the CFPB's free worksheets if you prefer paper."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/build-a-budget-from-your-statements-with-ai/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/build-a-budget-from-your-statements-with-ai.json",
   "category_name": "Home & Everyday Spending",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "everyday-spending"
   ],
   "hubs": []
  },
  {
   "slug": "check-suspicious-text-or-email-with-ai",
   "title": "Paste a suspicious text or email into AI before you click anything",
   "category": "safety",
   "featured": false,
   "status": "published",
   "summary": "Delivery, toll, bank and refund texts are common phishing tricks. AI can point out red flags and tell you how to check the real company.",
   "result_headline": "Delivery-text scam caught before clicking",
   "time_estimate": "2–5 min",
   "time_minutes": 5,
   "difficulty": "Easy",
   "problem": "Phishing messages copy real brands and create urgency, and one click can expose card details or passwords.",
   "how_ai_helps": "AI can analyze the wording, sender and link (without you clicking it), list red flags, and tell you how to verify through official channels.",
   "real_examples": [
    {
     "what_ai_did": "A Reddit user received a delivery text asking them to verify a postcode and personal details within 24 hours and asked ChatGPT about it.",
     "reported_result": "ChatGPT pointed out the message came from a Philippine phone number rather than the post office and flagged it as a scam; the poster says this kept them from falling for it.",
     "source_name": "Reddit r/ChatGPT",
     "source_url": "https://www.reddit.com/r/ChatGPT/comments/1ledld1/chatgpt_just_saved_me_from_a_scammer/",
     "date": "2025",
     "verification": "Self-reported; not independently verified"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "FTC: Report fraud",
     "url": "https://reportfraud.ftc.gov/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "FTC: How to recognize and avoid phishing scams",
     "url": "https://consumer.ftc.gov/articles/how-recognize-avoid-phishing-scams",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Don't click links or reply. Copy the text, and the sender's number or address.",
    "Paste it into a chatbot and ask for red flags and how to verify independently.",
    "Contact the company using its official app, website or a number you already have.",
    "Report it: forward spam texts to 7726 and report scams at ReportFraud.ftc.gov.",
    "If you already clicked or entered details, change passwords and call your bank."
   ],
   "prompt": "I received this [text / email] from [SENDER NUMBER OR ADDRESS]: \"[PASTE MESSAGE, WITHOUT CLICKING ANY LINK]\". The link text shows: [PASTE LINK TEXT, DON'T OPEN IT]. 1) List any scam red flags (sender, urgency, link domain, requests for information). 2) Tell me how to check with the real company without using anything in the message. 3) Tell me what to do right now if I already clicked or entered details.",
   "caveats": [
    "Chatbots can be wrong in both directions; when in doubt, verify with the company directly.",
    "Never paste passwords, full card numbers or one-time codes into a chatbot."
   ],
   "sources": [
    "https://www.reddit.com/r/ChatGPT/comments/1ledld1/chatgpt_just_saved_me_from_a_scammer/",
    "https://consumer.ftc.gov/articles/how-recognize-avoid-phishing-scams",
    "https://consumer.ftc.gov/articles/how-recognize-and-report-spam-text-messages"
   ],
   "tags": [
    "phishing",
    "scam text",
    "smishing",
    "delivery scam"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Most legitimate companies let you check alerts by logging into their app directly."
    ],
    "if_no": [
     "If you clicked or paid, call your bank and change passwords now.",
     "Report it at ReportFraud.ftc.gov."
    ]
   },
   "result_kind": "outcome",
   "url": "https://www.cheaperbyai.com/use-cases/check-suspicious-text-or-email-with-ai/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/check-suspicious-text-or-email-with-ai.json",
   "category_name": "Scam & Safety Checks",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [],
   "hubs": []
  },
  {
   "slug": "spot-government-impersonation-arrest-scam",
   "title": "Spot fake 'missed jury duty' and arrest-warrant scam calls",
   "category": "safety",
   "featured": false,
   "status": "published",
   "summary": "Callers posing as deputies or court staff demand bail or fines by crypto, gift cards or payment apps. Real courts never do this.",
   "result_headline": "ChatGPT question ended a 10-hour scam (after $25,000 was lost)",
   "time_estimate": "5 min",
   "time_minutes": 5,
   "difficulty": "Easy",
   "problem": "These scams use fear, real-looking documents and gag orders ('don't tell anyone') to keep victims paying for hours.",
   "how_ai_helps": "AI can act as an outside voice: describe the situation and it can explain the red flags and what real agencies do. Then hang up and call the agency's official number.",
   "real_examples": [
    {
     "what_ai_did": "Callers posing as sheriff's deputies told a Florida woman she'd missed jury duty and faced arrest, and kept her on the phone for nearly 10 hours while she fed cash into crypto machines. When she texted her husband for money 'no questions asked', he asked ChatGPT why a spouse would make such a demand; it flagged a possible scam, and he called 911.",
     "reported_result": "The con ended, but she had already lost $25,000, which the family doesn't expect to recover.",
     "source_name": "IBTimes UK (citing The Wall Street Journal)",
     "source_url": "https://www.ibtimes.co.uk/chatbot-uncovers-jury-duty-scam-1813682",
     "date": "2026-08-12",
     "verification": "News report"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "FTC: Report fraud",
     "url": "https://reportfraud.ftc.gov/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "US Courts: Juror scams",
     "url": "https://www.uscourts.gov/court-programs/jury-service/juror-scams",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Hang up. Real law enforcement won't threaten arrest by phone or demand payment by phone, crypto, gift cards or wire.",
    "Look up the court or sheriff's office number yourself (not from the caller or the documents they sent) and call it.",
    "If a family member is suddenly asking for money 'with no questions', call them and ask an AI or a trusted person to sanity-check the situation.",
    "Report it at ReportFraud.ftc.gov and to local police; if you paid, contact your bank immediately."
   ],
   "prompt": "Someone called claiming to be from [AGENCY] saying [WHAT THEY SAID: missed jury duty, warrant, bail amount]. They want payment by [METHOD] and told me [not to tell anyone / to stay on the line]. They sent [DOCUMENTS]. 1) List the red flags and tell me honestly whether this matches a known scam. 2) Explain how to check with the real agency without using anything the caller gave me. 3) Tell me what to do right now if I've already paid.",
   "caveats": [
    "Crypto ATM payments usually can't be reversed. Stop before paying.",
    "Scammers spoof real agency phone numbers and names; caller ID isn't proof."
   ],
   "sources": [
    "https://www.ibtimes.co.uk/chatbot-uncovers-jury-duty-scam-1813682",
    "https://consumer.ftc.gov/consumer-alerts/2026/06/ignore-calls-texts-and-emails-threatening-arrest-you-missing-jury-duty",
    "https://www.uscourts.gov/court-programs/jury-service/juror-scams"
   ],
   "tags": [
    "jury duty scam",
    "government impersonation",
    "arrest warrant scam",
    "crypto ATM"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Real courts send jury notices by mail and don't take payment by phone."
    ],
    "if_no": [
     "If you paid, contact your bank or the payment service immediately and report to police and the FBI's IC3.",
     "Report it at ReportFraud.ftc.gov."
    ]
   },
   "result_kind": "caution",
   "url": "https://www.cheaperbyai.com/use-cases/spot-government-impersonation-arrest-scam/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/spot-government-impersonation-arrest-scam.json",
   "category_name": "Scam & Safety Checks",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [],
   "hubs": []
  },
  {
   "slug": "verify-a-debt-collector-is-real",
   "title": "Check whether a debt collector is real before you pay",
   "category": "safety",
   "featured": false,
   "status": "published",
   "summary": "Fake collectors threaten arrest or demand quick payment for debts you don't recognize. AI can help you spot red flags and verify.",
   "result_headline": null,
   "time_estimate": "10 min",
   "time_minutes": 10,
   "difficulty": "Easy",
   "problem": "Scammers pose as collectors, sometimes with real personal details, and pressure people into paying debts they don't owe.",
   "how_ai_helps": "AI can compare the call or letter with what legitimate collectors are required to provide and draft a written request for validation.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "FTC: Report fraud",
     "url": "https://reportfraud.ftc.gov/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    },
    {
     "name": "FTC: Fake and abusive debt collectors",
     "url": "https://consumer.ftc.gov/articles/fake-abusive-debt-collectors",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Don't pay or confirm personal details on the call. Ask for the collector's name, address and phone number.",
    "Ask the AI whether the contact matches legitimate collection practices and list red flags.",
    "Request written validation information (see the debt validation entry).",
    "Check the original creditor and your credit report; report suspected fakes to the FTC, CFPB or your state attorney general."
   ],
   "prompt": "Someone claiming to be a debt collector contacted me by [phone / text / email / letter]. They said: [SUMMARY, INCLUDING AMOUNT, CREDITOR, THREATS, PAYMENT METHOD REQUESTED]. 1) List red flags and anything that's consistent with a legitimate collector, using FTC and CFPB guidance. 2) Tell me how to verify the debt and the collector independently. 3) Draft a short written request for validation information.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Real collectors can't threaten arrest, and must give you validation information.",
    "Never pay with gift cards, crypto or wire transfers to an unverified collector."
   ],
   "sources": [
    "https://consumer.ftc.gov/articles/fake-abusive-debt-collectors",
    "https://www.consumerfinance.gov/ask-cfpb/what-information-does-a-debt-collector-have-to-give-me-about-the-debt-en-331/"
   ],
   "tags": [
    "fake debt collector",
    "debt scam",
    "collection call"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Legitimate collectors will send validation information in writing."
    ],
    "if_no": [
     "If they won't identify themselves, hang up.",
     "Report suspected fakes to the FTC, CFPB or your state attorney general."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/verify-a-debt-collector-is-real/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/verify-a-debt-collector-is-real.json",
   "category_name": "Scam & Safety Checks",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [],
   "hubs": [
    "stop-debt-collector"
   ]
  },
  {
   "slug": "avoid-fake-refund-and-overpayment-scams",
   "title": "Avoid fake 'refund' and 'you were overpaid' tech support scams",
   "category": "safety",
   "featured": false,
   "status": "published",
   "summary": "Scammers claim you're owed a refund or that they refunded too much, then ask for remote access or money back. AI can help you check.",
   "result_headline": null,
   "time_estimate": "5 min",
   "time_minutes": 5,
   "difficulty": "Easy",
   "problem": "Fake renewal notices (for antivirus, Geek Squad and similar) and 'refund overpayment' tricks drain bank accounts.",
   "how_ai_helps": "AI can recognize the script these scams follow, tell you how to check your real accounts, and explain recovery steps.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "FTC: Report fraud",
     "url": "https://reportfraud.ftc.gov/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Don't call numbers in unexpected renewal emails or pop-ups, and never give remote access.",
    "Check your real bank and card statements for the supposed charge.",
    "Ask the AI to compare the message with the FTC's descriptions of refund and tech support scams.",
    "If you paid or allowed remote access, disconnect, change passwords from another device, and call your bank."
   ],
   "prompt": "I got this [email / pop-up / call] saying [PASTE OR SUMMARIZE: e.g. my subscription renewed for $X, call to cancel / I was refunded too much]. 1) Tell me whether this matches known refund or tech support scams and list the red flags. 2) Tell me how to check my real accounts safely. 3) If I already gave remote access or money, list exactly what to do now, in order.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Real companies don't ask you to 'return' an overpayment through gift cards, crypto or wire transfers."
   ],
   "sources": [
    "https://consumer.ftc.gov/articles/how-spot-avoid-and-report-tech-support-scams",
    "https://consumer.ftc.gov/articles/refund-and-recovery-scams"
   ],
   "tags": [
    "refund scam",
    "tech support scam",
    "fake renewal",
    "remote access"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Real refunds show up as credits from the original merchant; companies don't ask you to send money back."
    ],
    "if_no": [
     "If you gave remote access, have the device checked and change passwords from another device.",
     "Contact your bank and report it at ReportFraud.ftc.gov."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/avoid-fake-refund-and-overpayment-scams/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/avoid-fake-refund-and-overpayment-scams.json",
   "category_name": "Scam & Safety Checks",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [],
   "hubs": []
  },
  {
   "slug": "freeze-your-credit-for-free",
   "title": "Freeze your credit for free at all three bureaus",
   "category": "safety",
   "featured": false,
   "status": "published",
   "summary": "A credit freeze blocks most new accounts in your name and is free. AI can walk you through doing it at Equifax, Experian and TransUnion.",
   "result_headline": null,
   "time_estimate": "20–30 min",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "Identity theft can cost money and time, and some people pay for monitoring when a free freeze is the stronger first step.",
   "how_ai_helps": "AI can explain freezes vs fraud alerts, create a checklist for each bureau, and remind you how to lift a freeze temporarily when you apply for credit.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "FTC: Credit freezes and fraud alerts",
     "url": "https://consumer.ftc.gov/articles/credit-freezes-and-fraud-alerts",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Read the FTC's explanation of credit freezes and fraud alerts.",
    "Freeze your credit separately with Equifax, Experian and TransUnion (it's free).",
    "Store each bureau's login or PIN somewhere safe.",
    "Lift (thaw) the freeze temporarily when you apply for credit, then refreeze."
   ],
   "prompt": "Explain the difference between a credit freeze and a fraud alert, using the FTC's guidance. Then give me a step-by-step checklist to freeze my credit at Equifax, Experian and TransUnion, how to lift it temporarily when I apply for a loan or card, and what a freeze does and doesn't protect against. I have [no / some] signs of identity theft: [DETAILS].",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "A freeze doesn't stop fraud on existing accounts; keep monitoring statements.",
    "Freezes are free by law; you don't need a paid product to place one."
   ],
   "sources": [
    "https://consumer.ftc.gov/articles/credit-freezes-and-fraud-alerts"
   ],
   "tags": [
    "credit freeze",
    "identity theft",
    "fraud alert"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Online freezes take effect quickly; keep your PINs or logins safe."
    ],
    "if_no": [
     "If you suspect identity theft, use IdentityTheft.gov for a recovery plan."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/freeze-your-credit-for-free/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/freeze-your-credit-for-free.json",
   "category_name": "Scam & Safety Checks",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [],
   "hubs": [
    "fix-credit-report-error"
   ]
  },
  {
   "slug": "protect-family-from-ai-voice-clone-scams",
   "title": "Protect your family from AI voice-clone 'emergency' scams",
   "category": "safety",
   "featured": false,
   "status": "published",
   "summary": "Scammers can clone a relative's voice to fake an emergency and demand money. Agree on a family code word and a verification habit.",
   "result_headline": null,
   "time_estimate": "10–15 min",
   "time_minutes": 15,
   "difficulty": "Easy",
   "problem": "Calls that sound exactly like a grandchild or child in trouble push people to send money immediately.",
   "how_ai_helps": "AI can help you write a short family safety plan: code word, call-back rule, and a script for what to say under pressure.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "FTC: Report fraud",
     "url": "https://reportfraud.ftc.gov/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Agree on a family code word that's never posted online.",
    "Set a rule: hang up and call the person back on a number you already have, or call another relative.",
    "Ask the AI to write a one-page plan and a short script to keep by the phone for older relatives.",
    "Report attempted scams at ReportFraud.ftc.gov."
   ],
   "prompt": "Write a short, friendly family safety plan against AI voice-clone emergency scams for a family with [MEMBERS, e.g. grandparents, teens]. Include: 1) how the scam works in two sentences, 2) a code-word system, 3) a call-back rule, 4) a script someone can read under pressure, and 5) payment methods that are major red flags (gift cards, crypto, wires, payment apps). Keep it to one page and easy to read.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Voice and caller ID can both be faked; rely on call-backs and code words."
   ],
   "sources": [
    "https://consumer.ftc.gov/consumer-alerts/2023/03/scammers-use-ai-enhance-their-family-emergency-schemes",
    "https://consumer.ftc.gov/all-scams/family-emergency-scams"
   ],
   "tags": [
    "voice cloning",
    "family emergency scam",
    "grandparent scam",
    "AI scams"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Scammers often call at night or when the person is traveling, to make checking harder."
    ],
    "if_no": [
     "If money was sent, contact the payment service right away and report it to the FTC."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/protect-family-from-ai-voice-clone-scams/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/protect-family-from-ai-voice-clone-scams.json",
   "category_name": "Scam & Safety Checks",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [],
   "hubs": []
  },
  {
   "slug": "spot-fake-online-stores-before-you-buy",
   "title": "Check whether an online store or 'too good' deal is legitimate",
   "category": "safety",
   "featured": false,
   "status": "published",
   "summary": "Fake stores advertise deep discounts on social media, take payment and ship nothing (or knockoffs). AI can help you vet a site first.",
   "result_headline": null,
   "time_estimate": "5–10 min",
   "time_minutes": 10,
   "difficulty": "Easy",
   "problem": "Polished fake shops and social ads make scams hard to spot, especially for big discounts.",
   "how_ai_helps": "AI can list red flags from the site's details, tell you what to check (domain age, contact info, return policy, reviews off-site), and advise on safer payment methods.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "FTC: Report fraud",
     "url": "https://reportfraud.ftc.gov/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Copy the store's URL, About page, contact details and return policy text.",
    "Ask the AI to check for red flags and what to verify independently.",
    "Search for reviews and complaints on other sites, not the store's own.",
    "Pay with a credit card (stronger dispute rights), never by wire, crypto or gift cards."
   ],
   "prompt": "I'm thinking of buying [PRODUCT] for $[PRICE] (usually $[NORMAL PRICE]) from [STORE URL], which I found via [AD / SEARCH / SOCIAL]. Here's the store's contact info, About page and return policy: [PASTE]. 1) List red flags and reassuring signs. 2) Tell me what to verify independently and how. 3) Tell me the safest way to pay, and what to do if the item never arrives.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "AI can't see whether a store will deliver; independent reviews and complaint records matter more."
   ],
   "sources": [
    "https://consumer.ftc.gov/articles/online-shopping",
    "https://consumer.ftc.gov/articles/using-credit-cards-and-disputing-charges"
   ],
   "tags": [
    "fake online store",
    "shopping scam",
    "social media ads"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Many fake stores disappear within weeks; complaints online are a strong signal."
    ],
    "if_no": [
     "If you paid by card and nothing arrives, dispute the charge.",
     "Report the store at ReportFraud.ftc.gov."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/spot-fake-online-stores-before-you-buy/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/spot-fake-online-stores-before-you-buy.json",
   "category_name": "Scam & Safety Checks",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [],
   "hubs": []
  },
  {
   "slug": "audit-car-repair-invoice-with-ai",
   "title": "Run your car repair invoice or estimate past AI to catch double charges",
   "category": "car-costs",
   "featured": false,
   "status": "published",
   "summary": "Upload a repair estimate or invoice and ask AI to flag duplicate lines, vague fees and charges that don't match the work.",
   "result_headline": "$360 in double charges and fees refunded",
   "time_estimate": "10–15 min",
   "time_minutes": 15,
   "difficulty": "Easy",
   "problem": "Repair invoices are full of part numbers, labor codes and shop fees, and mistakes or padding are easy to miss.",
   "how_ai_helps": "AI can explain each line, spot duplicates or odd fees, and write a polite message asking the shop to correct them.",
   "real_examples": [
    {
     "what_ai_did": "After a repair shop recommended pads, tires, coolant and more for squeaky brakes, an X user put the bill into ChatGPT.",
     "reported_result": "He says it found an errant $200 double charge and a strange $160 tire 'maintenance fee', and that he called the shop and got it all refunded.",
     "source_name": "X post by @jasonryanmd",
     "source_url": "https://x.com/jasonryanmd/status/2111140358490857666",
     "date": "2026-10-16",
     "verification": "Self-reported; not independently verified"
    },
    {
     "what_ai_did": "A Reddit user had ChatGPT review a car repair estimate PDF; it identified an erroneous diagnostics charge and helped them ask the shop to remove it.",
     "reported_result": "The poster says the shop agreed, saving $122.50.",
     "source_name": "Reddit r/ChatGPT",
     "source_url": "https://www.reddit.com/r/ChatGPT/comments/1vmsl1s/saved_me_12250/",
     "date": "2026",
     "verification": "Self-reported; not independently verified"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "FTC: Auto repair basics",
     "url": "https://consumer.ftc.gov/articles/0211-auto-repair-basics",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Ask for a written estimate before work starts, and a detailed invoice afterward.",
    "Photograph or download it and remove your name, VIN and payment details.",
    "Ask the AI to explain each line and flag duplicates, unexplained fees and charges for work you didn't approve.",
    "Call or visit the shop with the specific lines and ask for a correction or refund.",
    "If it's not resolved, contact your state attorney general's consumer office or auto repair regulator."
   ],
   "prompt": "Here's my car repair [estimate / invoice] with personal details removed: [PASTE OR ATTACH]. The car is a [YEAR MAKE MODEL] with [MILES] miles, and I brought it in for [ORIGINAL PROBLEM]. 1) Explain each line item in plain English. 2) Flag duplicate charges, vague fees, and any work that doesn't relate to my original problem or that I may not have approved. 3) Tell me which items are reasonable to question and which are normal. 4) Write a short, polite message asking the shop to review the flagged items.",
   "caveats": [
    "AI can't inspect your car; it can only question the paperwork.",
    "Shop fees for supplies or disposal can be legitimate; ask what they cover."
   ],
   "sources": [
    "https://x.com/jasonryanmd/status/2111140358490857666",
    "https://www.reddit.com/r/ChatGPT/comments/1vmsl1s/saved_me_12250/",
    "https://consumer.ftc.gov/articles/0211-auto-repair-basics"
   ],
   "tags": [
    "car repair",
    "mechanic",
    "invoice",
    "double charge",
    "auto repair"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Shops usually fix clear billing errors once you point to the specific line."
    ],
    "if_no": [
     "Ask for a manager and the itemized record.",
     "Dispute with your card issuer or file a complaint with your state attorney general."
    ]
   },
   "result_kind": "saving",
   "helper": {
    "fields": [
     {
      "id": "car",
      "label": "Car (year, make, model)",
      "type": "text",
      "placeholder": "e.g. 2017 Honda CR-V"
     },
     {
      "id": "miles",
      "label": "Mileage",
      "type": "number",
      "placeholder": "e.g. 84000"
     },
     {
      "id": "problem",
      "label": "What you brought it in for",
      "type": "text",
      "placeholder": "e.g. squealing brakes"
     },
     {
      "id": "shop",
      "label": "Shop name",
      "type": "text",
      "placeholder": "e.g. Main St Auto"
     },
     {
      "id": "total",
      "label": "Invoice total ($)",
      "type": "number",
      "placeholder": "e.g. 1240"
     },
     {
      "id": "flags",
      "label": "Lines that look wrong (optional)",
      "type": "textarea",
      "placeholder": "e.g. 'Shop supplies' $85; brake fluid flush I didn't approve"
     }
    ],
    "outputs": [
     {
      "id": "prompt",
      "title": "Your personalized prompt (paste your invoice at the end)",
      "kind": "prompt",
      "template": "Here's my car repair invoice from {shop} (${total}) with personal details removed. The car is a {car} with {miles} miles, and I brought it in for {problem}. Lines I'm unsure about: {flags}. 1) Explain each line item in plain English. 2) Flag duplicate charges, vague fees, and any work that doesn't relate to my original problem or that I may not have approved. 3) Tell me which items are reasonable to question and which are normal. 4) Tighten the message below. Don't guess at prices you can't verify.\n\n[PASTE INVOICE HERE, NAME/VIN/PAYMENT DETAILS REMOVED]"
     },
     {
      "id": "letter",
      "title": "Message to the shop",
      "kind": "letter",
      "template": "Hi {shop},\n\nThanks for working on my {car} ({problem}). I've reviewed the invoice (total ${total}) and have questions about these items:\n\n{flags}\n\nCould you explain these charges, and correct or refund any that were duplicated or that I didn't approve in advance? I'd appreciate an updated invoice.\n\nThank you,\n[Your name]\n[Invoice / RO number]"
     }
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/audit-car-repair-invoice-with-ai/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/audit-car-repair-invoice-with-ai.json",
   "category_name": "Car Costs",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "car-costs"
   ],
   "hubs": [
    "car-repair-overcharge"
   ]
  },
  {
   "slug": "check-dealer-service-upsells-with-ai",
   "title": "Check a dealer's maintenance estimate for upsells before you approve it",
   "category": "car-costs",
   "featured": false,
   "status": "published",
   "summary": "Paste the service advisor's estimate and your car's maintenance schedule into AI to see which items are due and which can wait.",
   "result_headline": "$400 service skipped (outlet questions the advice)",
   "time_estimate": "10–15 min",
   "time_minutes": 15,
   "difficulty": "Easy",
   "problem": "Dealer service visits often add fluid flushes, filters and services that may not be due yet for your car and driving.",
   "how_ai_helps": "AI can compare the estimate with your owner's manual maintenance schedule and mileage, and give you questions to ask before approving anything.",
   "real_examples": [
    {
     "what_ai_did": "At her Jeep's 80,000-mile service, a TikTok creator was quoted $1,800 (she expected about $1,000). She asked ChatGPT to go over the estimate; it said to skip the rear differential service unless she towed heavy loads, calling it a likely upsell.",
     "reported_result": "She says skipping it saved her $400. Motor1 notes a rear differential service is generally recommended every 30,000–60,000 miles and that delaying it could cause problems, so the AI's advice may not have been right for her car.",
     "source_name": "Motor1 (reporting a TikTok video)",
     "source_url": "https://www.motor1.com/news/796758/chatgpt-saves-money-car-dealership/",
     "date": "",
     "verification": "Self-reported in a video; the outlet questions whether the advice was right"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Get the written estimate before approving work.",
    "Find your owner's manual maintenance schedule (often on the manufacturer's site) and note your mileage and how you drive (towing, short trips).",
    "Ask the AI which items are due per the schedule, which look early, and which depend on inspection results.",
    "Ask the advisor to show evidence (photos, measurements) for anything not on the schedule.",
    "Approve only what's needed now; get a second quote for big-ticket items."
   ],
   "prompt": "My [YEAR MAKE MODEL] has [MILES] miles. I drive mostly [highway / city / short trips] and [do / don't] tow. The dealer recommends: [PASTE ESTIMATE WITH PRICES]. My owner's manual schedule says: [PASTE RELEVANT SECTION]. 1) For each item, tell me whether it's due per the schedule, early, or depends on inspection. 2) Tell me which items to question and what evidence to ask for. 3) Write a short, polite reply approving only what's due.",
   "caveats": [
    "Check every AI suggestion against your owner's manual. In the example below, the skipped service may actually have been due.",
    "Severe-service conditions (towing, extreme climates) can make some services due earlier; give the AI accurate details.",
    "Skipping required maintenance can affect warranty coverage; keep records."
   ],
   "sources": [
    "https://www.motor1.com/news/796758/chatgpt-saves-money-car-dealership/",
    "https://consumer.ftc.gov/articles/0211-auto-repair-basics"
   ],
   "tags": [
    "dealer service",
    "maintenance schedule",
    "upsell",
    "car maintenance"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Service advisors can usually remove line items before work starts."
    ],
    "if_no": [
     "Get a second quote from an independent shop.",
     "Follow the owner's manual schedule if advice conflicts."
    ]
   },
   "result_kind": "contested",
   "url": "https://www.cheaperbyai.com/use-cases/check-dealer-service-upsells-with-ai/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/check-dealer-service-upsells-with-ai.json",
   "category_name": "Car Costs",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "car-costs"
   ],
   "hubs": [
    "car-repair-overcharge"
   ]
  },
  {
   "slug": "decide-diy-car-repair-with-ai",
   "title": "Decide whether a car repair is a safe DIY job with AI's help",
   "category": "car-costs",
   "featured": false,
   "status": "published",
   "summary": "Before paying a big repair quote, AI can help you understand the diagnosis, the parts involved and whether it's a realistic DIY job.",
   "result_headline": "$2,800 quote replaced by a ~$50 part (DIY)",
   "time_estimate": "30–60 min research",
   "time_minutes": 60,
   "difficulty": "Involved",
   "problem": "Large repair quotes often include high labor costs for jobs some owners could do themselves, but DIY mistakes can be dangerous.",
   "how_ai_helps": "AI can explain what the repair involves, estimate difficulty and tools, point you to parts sources, and tell you when to leave it to a professional.",
   "real_examples": [
    {
     "what_ai_did": "A TikTok user who was quoted $2,800 by a mechanic for a suspension issue asked ChatGPT for help. It told her she could get the needed part from a junkyard for about $50; she is an electrician by trade and did the work herself.",
     "reported_result": "USA Today reports she saved about $2,750, while cautioning that chatbots can produce misinformation and that she had the right tools and skills.",
     "source_name": "USA Today (reporting a TikTok video)",
     "source_url": "https://www.usatoday.com/story/cars/maintenance/2025/12/06/chatgpt-diy-car-repair-save-money/87485355007/",
     "date": "2025-12-06",
     "verification": "Self-reported in a video; reported by a news outlet"
    }
   ],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Get the shop's written diagnosis and quote, including part names.",
    "Ask the AI what the repair involves, the tools needed, safety risks and difficulty.",
    "Watch model-specific repair videos and check your vehicle's service manual.",
    "Only DIY if you have the tools and skills; leave brakes, airbags, fuel systems and suspension springs to professionals if you're not experienced.",
    "If not DIY, get a second quote."
   ],
   "prompt": "A shop quoted $[AMOUNT] to fix [DIAGNOSIS] on my [YEAR MAKE MODEL]. The quote lists: [PARTS AND LABOR]. My experience: [none / basic maintenance / experienced]. My tools: [LIST]. 1) Explain what this repair involves step by step at a high level. 2) Rate the difficulty and safety risk for someone like me, and say clearly if I shouldn't attempt it. 3) List the parts and tools needed and where people typically source parts (new, remanufactured, salvage). 4) Give me questions to ask for a second quote.",
   "caveats": [
    "Chatbots can miss steps; USA Today notes ChatGPT can leave out important parts of a procedure.",
    "Safety-critical systems need correct torque specs and procedures. When in doubt, use a professional.",
    "The example below involved someone with trade skills and tools; it won't work for everyone."
   ],
   "sources": [
    "https://www.usatoday.com/story/cars/maintenance/2025/12/06/chatgpt-diy-car-repair-save-money/87485355007/"
   ],
   "tags": [
    "DIY car repair",
    "repair quote",
    "auto parts",
    "mechanic"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Even simple jobs take longer the first time; budget extra time."
    ],
    "if_no": [
     "If you get stuck, stop and take it to a shop; get a second quote first.",
     "Ask an independent shop to install parts you supply (some will)."
    ]
   },
   "result_kind": "saving",
   "url": "https://www.cheaperbyai.com/use-cases/decide-diy-car-repair-with-ai/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/decide-diy-car-repair-with-ai.json",
   "category_name": "Car Costs",
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "car-costs"
   ],
   "hubs": [
    "car-repair-overcharge"
   ]
  },
  {
   "slug": "check-car-for-open-recalls-free-repairs",
   "title": "Check your car for open recalls and get the repairs done free",
   "category": "car-costs",
   "featured": false,
   "status": "published",
   "summary": "Safety recall repairs are free at authorized dealers. Look up your VIN on NHTSA's site, and have AI help you schedule and claim reimbursement.",
   "result_headline": null,
   "time_estimate": "5–10 min",
   "time_minutes": 10,
   "difficulty": "Easy",
   "problem": "Millions of vehicles have unrepaired recalls, and owners sometimes pay for repairs that a recall would cover.",
   "how_ai_helps": "AI can explain a recall notice in plain English, draft a message to the dealer to book the repair, and check whether you can ask for reimbursement for a past repair.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "NHTSA: Check for recalls",
     "url": "https://www.nhtsa.gov/recalls",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Find your VIN (on the dashboard by the windshield, the driver's door jamb, or your registration).",
    "Search it on NHTSA's recalls page.",
    "Ask the AI to explain each recall and what the free remedy is.",
    "Book the repair at an authorized dealer; ask about loaner cars or parts availability.",
    "If you already paid for a repair that a recall covers, ask the manufacturer about reimbursement."
   ],
   "prompt": "NHTSA shows these open recalls for my [YEAR MAKE MODEL]: [PASTE RECALL SUMMARIES]. 1) Explain each in plain English, including the safety risk and the remedy. 2) Draft a short message to my local dealer to schedule the free recall repair and ask about parts availability and a loaner. 3) I previously paid $[AMOUNT] for [REPAIR] on [DATE]; tell me whether it might relate to a recall and how to ask the manufacturer for reimbursement.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Recall repairs are free at authorized dealers; you shouldn't be charged for the remedy itself."
   ],
   "sources": [
    "https://www.nhtsa.gov/recalls"
   ],
   "tags": [
    "car recall",
    "NHTSA",
    "VIN check",
    "free repair"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Some recall parts are back-ordered; dealers may offer a loaner or interim fix."
    ],
    "if_no": [
     "Contact the manufacturer's customer line if a dealer won't help.",
     "Report safety problems to NHTSA."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/check-car-for-open-recalls-free-repairs/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/check-car-for-open-recalls-free-repairs.json",
   "category_name": "Car Costs",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "car-costs"
   ],
   "hubs": [
    "car-repair-overcharge"
   ]
  },
  {
   "slug": "refinance-auto-loan-check-with-ai",
   "title": "Check whether refinancing your auto loan would save money",
   "category": "car-costs",
   "featured": false,
   "status": "published",
   "summary": "If rates have dropped or your credit improved, refinancing may lower your payment or total interest. AI can run the numbers honestly.",
   "result_headline": null,
   "time_estimate": "20–30 min",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "People keep high-rate dealer financing for years, or refinance into longer terms that cost more overall.",
   "how_ai_helps": "AI can compare total interest, monthly payment and fees across your current loan and refinance offers, and flag traps like longer terms.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "CFPB: Auto loans",
     "url": "https://www.consumerfinance.gov/consumer-tools/auto-loans/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Find your current loan's balance, rate, months remaining and any prepayment penalty.",
    "Get preapproval quotes from a credit union, your bank and an online lender (rate shopping within a short window limits the credit score impact).",
    "Ask the AI to compare monthly payment, total interest and fees for each.",
    "Watch out for add-ons like GAP or service contracts bundled into the new loan."
   ],
   "prompt": "My current auto loan: balance $[BALANCE], APR [RATE]%, [MONTHS] months left, payment $[PAYMENT]. Refinance offers: [LIST LENDER, APR, TERM, FEES]. 1) Compare monthly payment, total interest remaining and total cost for each, showing the math. 2) Tell me whether any offer saves money overall or just stretches the term. 3) List questions to ask the lender (fees, title transfer, add-ons).",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "A lower payment over a longer term can cost more in total interest.",
    "If you owe more than the car is worth, refinancing can be harder."
   ],
   "sources": [
    "https://www.consumerfinance.gov/consumer-tools/auto-loans/"
   ],
   "tags": [
    "auto loan",
    "refinance",
    "car payment",
    "APR"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Preapprovals usually come back within a day; the new lender pays off the old loan."
    ],
    "if_no": [
     "Try a credit union.",
     "Improve your credit and check again in 6–12 months."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/refinance-auto-loan-check-with-ai/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/refinance-auto-loan-check-with-ai.json",
   "category_name": "Car Costs",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "car-costs"
   ],
   "hubs": []
  },
  {
   "slug": "review-extended-warranty-or-service-contract",
   "title": "Review an extended warranty or auto service contract before you buy it",
   "category": "car-costs",
   "featured": false,
   "status": "published",
   "summary": "Service contracts sold at the dealer or by phone can be expensive and full of exclusions. AI can read the contract and tell you what you're really getting.",
   "result_headline": null,
   "time_estimate": "20–30 min",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "Buyers are pressured into service contracts at signing, and robocalls push fake 'warranty expiring' offers.",
   "how_ai_helps": "AI can summarize coverage, exclusions, deductibles and cancellation terms, and compare the price with what repairs would likely cost.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "FTC: Auto warranties and service contracts",
     "url": "https://consumer.ftc.gov/articles/auto-warranties-and-auto-service-contracts",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Ask for the full contract (not a brochure) before you sign.",
    "Ask the AI to summarize what's covered, exclusions, deductibles, who backs it and how to cancel for a refund.",
    "Check what your factory warranty already covers.",
    "Remember it's optional; you can usually decline it or negotiate the price, and many can be cancelled for a prorated refund."
   ],
   "prompt": "I'm being offered a [vehicle service contract / extended warranty] for my [YEAR MAKE MODEL] with [MILES] miles, priced at $[PRICE]. Here's the contract text: [PASTE]. My factory warranty covers: [SUMMARY]. 1) Summarize coverage, exclusions, deductible, claim process, who backs it, and cancellation and refund terms. 2) Tell me what overlaps with my factory warranty. 3) Help me decide whether it's worth it and what to negotiate. 4) Flag red flags of a scam offer.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Unsolicited 'your warranty is expiring' calls are often scams.",
    "The cost of a service contract added to a car loan also accrues interest."
   ],
   "sources": [
    "https://consumer.ftc.gov/articles/auto-warranties-and-auto-service-contracts"
   ],
   "tags": [
    "extended warranty",
    "service contract",
    "car warranty",
    "dealer add-ons"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Dealers often lower the price if you push back or decline."
    ],
    "if_no": [
     "Decline it and save the money for repairs instead.",
     "If you already bought one, check the cancellation clause for a prorated refund."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/review-extended-warranty-or-service-contract/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/review-extended-warranty-or-service-contract.json",
   "category_name": "Car Costs",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "car-costs"
   ],
   "hubs": []
  },
  {
   "slug": "check-used-car-before-buying-with-ai",
   "title": "Vet a used car listing before you buy: history, Buyers Guide and inspection",
   "category": "car-costs",
   "featured": false,
   "status": "published",
   "summary": "Have AI help you check a used car's history report, the dealer's Buyers Guide and the listing for red flags before you pay.",
   "result_headline": null,
   "time_estimate": "30–45 min",
   "time_minutes": 45,
   "difficulty": "Medium",
   "problem": "Used cars can hide flood damage, title problems or mechanical issues, and buyers rush decisions at the lot.",
   "how_ai_helps": "AI can read the listing, history report and Buyers Guide, flag inconsistencies, and build a pre-purchase inspection checklist.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "NMVTIS vehicle history (DOJ)",
     "url": "https://vehiclehistory.bja.ojp.gov/",
     "cost": "Low-cost reports from approved providers",
     "cost_type": "paid",
     "notes": "",
     "price": "A few dollars per report (set by each provider)"
    }
   ],
   "how_to": [
    "Get the VIN and check title and history through an NMVTIS-approved provider.",
    "At a dealer, read the FTC-required Buyers Guide on the window (it says whether the car is sold 'as is' or with a warranty).",
    "Ask the AI to compare the listing, history and Buyers Guide for inconsistencies.",
    "Pay for an independent pre-purchase inspection before you buy.",
    "Get all promises in writing."
   ],
   "prompt": "I'm considering a used [YEAR MAKE MODEL] with [MILES] miles for $[PRICE] from [dealer / private seller]. Listing: [PASTE]. History report summary: [PASTE]. Buyers Guide says: [as is / warranty details]. 1) Flag inconsistencies or red flags (title brands, odometer, flood regions, ownership gaps). 2) Build a checklist for an independent inspection, specific to this model's known issues (and tell me to verify those). 3) Tell me what to negotiate and what to get in writing.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "History reports can miss accidents that were never reported; an inspection still matters."
   ],
   "sources": [
    "https://consumer.ftc.gov/articles/buying-used-car-dealer",
    "https://vehiclehistory.bja.ojp.gov/"
   ],
   "tags": [
    "used car",
    "vehicle history",
    "Buyers Guide",
    "NMVTIS",
    "inspection"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "An independent inspection usually takes about an hour."
    ],
    "if_no": [
     "Walk away if the seller won't allow an inspection.",
     "Use inspection findings to negotiate."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/check-used-car-before-buying-with-ai/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/check-used-car-before-buying-with-ai.json",
   "category_name": "Car Costs",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "car-costs"
   ],
   "hubs": []
  },
  {
   "slug": "compare-fuel-costs-between-cars",
   "title": "Compare real fuel costs between cars before you buy",
   "category": "car-costs",
   "featured": false,
   "status": "published",
   "summary": "Use FuelEconomy.gov data and your actual driving to have AI estimate yearly fuel costs for the cars you're considering.",
   "result_headline": null,
   "time_estimate": "10–15 min",
   "time_minutes": 15,
   "difficulty": "Easy",
   "problem": "MPG differences sound small but add up over years, and EV vs gas comparisons depend heavily on local prices.",
   "how_ai_helps": "AI can turn official MPG or efficiency ratings plus your mileage and local prices into yearly and five-year cost estimates.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "FuelEconomy.gov",
     "url": "https://www.fueleconomy.gov/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Look up each model on FuelEconomy.gov.",
    "Note your yearly miles and local gas or electricity prices.",
    "Ask the AI to estimate yearly and five-year fuel costs for each, showing the math.",
    "Combine with insurance and maintenance estimates for the full picture."
   ],
   "prompt": "I drive about [MILES] miles a year, mostly [city / highway]. Local gas costs $[PRICE]/gallon and electricity costs $[PRICE]/kWh. I'm comparing: [LIST MODELS WITH FUELECONOMY.GOV RATINGS]. 1) Estimate yearly and five-year fuel or charging costs for each, showing the math. 2) Tell me how sensitive the result is to my assumptions. 3) List other costs to compare (insurance, maintenance, tires).",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Real-world efficiency varies with driving style and weather."
   ],
   "sources": [
    "https://www.fueleconomy.gov/"
   ],
   "tags": [
    "fuel economy",
    "gas costs",
    "EV vs gas",
    "car buying"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "FuelEconomy.gov also has side-by-side comparisons and fuel cost calculators."
    ],
    "if_no": [
     "Rerun the numbers with different gas or electricity prices to test your decision."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/compare-fuel-costs-between-cars/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/compare-fuel-costs-between-cars.json",
   "category_name": "Car Costs",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "car-costs"
   ],
   "hubs": []
  },
  {
   "slug": "ask-credit-card-issuer-for-lower-apr",
   "title": "Ask your credit card issuer for a lower interest rate with an AI script",
   "category": "debt-interest",
   "featured": false,
   "status": "published",
   "summary": "A short, prepared call asking for a lower APR, citing your payment history and competing offers, costs nothing and sometimes works.",
   "result_headline": null,
   "time_estimate": "10–15 min",
   "time_minutes": 15,
   "difficulty": "Easy",
   "problem": "Card interest rates are high, and most cardholders never ask for a lower one.",
   "how_ai_helps": "AI can calculate what a lower rate would save, write a short script, and suggest fallback asks (a temporary hardship rate, a balance transfer offer).",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "CFPB: Credit cards",
     "url": "https://www.consumerfinance.gov/consumer-tools/credit-cards/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Note your balance, current APR, how long you've had the card and your on-time payment record.",
    "Check competing balance transfer or lower-rate card offers you might qualify for.",
    "Ask the AI to calculate savings and write a 30-second script plus fallback asks.",
    "Call the number on the back of the card and ask; if they agree, confirm the new rate and how long it lasts."
   ],
   "prompt": "My credit card balance is $[BALANCE] at [APR]% APR. I've had the card [YEARS] years and [have / haven't] missed payments. I've seen offers like [COMPETING OFFER]. 1) Calculate how much interest I'd save per year at [TARGET APR]% and over my payoff timeline. 2) Write a short, polite script asking for a lower rate. 3) Give me two fallback asks if they say no (for example, hardship programs). 4) Tell me what to confirm before hanging up.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "A rate reduction may be temporary; ask when it ends.",
    "Closing a card can affect your credit utilization; think before threatening to close it."
   ],
   "sources": [
    "https://www.consumerfinance.gov/consumer-tools/credit-cards/"
   ],
   "tags": [
    "credit card APR",
    "lower interest rate",
    "negotiate",
    "credit card debt"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Some issuers say yes immediately; others offer a temporary rate or a hardship plan."
    ],
    "if_no": [
     "Ask about hardship programs.",
     "Consider a balance transfer or a nonprofit credit counselor."
    ]
   },
   "helper": {
    "fields": [
     {
      "id": "issuer",
      "label": "Card issuer",
      "type": "text",
      "placeholder": "e.g. Discover"
     },
     {
      "id": "balance",
      "label": "Current balance ($)",
      "type": "number",
      "placeholder": "e.g. 4800"
     },
     {
      "id": "apr",
      "label": "Current APR (%)",
      "type": "number",
      "placeholder": "e.g. 27.99"
     },
     {
      "id": "target",
      "label": "APR you'll ask for (%)",
      "type": "number",
      "placeholder": "e.g. 19.99"
     },
     {
      "id": "years",
      "label": "Years with the card",
      "type": "number",
      "placeholder": "e.g. 7"
     },
     {
      "id": "offer",
      "label": "Competing offer you qualify for (optional)",
      "type": "text",
      "placeholder": "e.g. 0% balance transfer for 15 months, 3% fee"
     }
    ],
    "outputs": [
     {
      "id": "prompt",
      "title": "Your personalized prompt",
      "kind": "prompt",
      "template": "My {issuer} credit card balance is ${balance} at {apr}% APR. I've had the card {years} years. A competing offer I've seen: {offer}. 1) Calculate roughly how much interest I'd save per year at {target}% vs {apr}%, and show the math so I can check it. 2) Tighten the call script below. 3) Give me two fallback asks if they say no (for example, a hardship program or a temporary reduction). 4) Tell me what to confirm before hanging up (new rate, how long it lasts, any effect on my account)."
     },
     {
      "id": "script",
      "title": "Call script (number on the back of your card)",
      "kind": "script",
      "template": "\"Hi, I've been a {issuer} cardholder for {years} years. I'm carrying a balance of about ${balance} at {apr}% APR, and I'd like to ask for a lower rate. Could you bring it down to around {target}%?\"\n\nIf you have a competing offer: \"I've been offered {offer}, but I'd rather stay with you if we can get the rate down.\"\n\nIf they say no: \"I understand. Is there a temporary rate reduction or hardship program I could qualify for? Or could you note my request and tell me what would make me eligible?\"\n\nTo finish: \"Thanks. Can you confirm the new APR, when it takes effect, and how long it lasts?\""
     }
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/ask-credit-card-issuer-for-lower-apr/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/ask-credit-card-issuer-for-lower-apr.json",
   "category_name": "Debt & Interest",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "dispute-a-charge"
   ],
   "hubs": [
    "lower-credit-card-interest"
   ]
  },
  {
   "slug": "check-balance-transfer-math",
   "title": "Check whether a 0% balance transfer actually saves you money",
   "category": "debt-interest",
   "featured": false,
   "status": "published",
   "summary": "Balance transfers can save interest, but fees, promo end dates and new purchases can wipe out the savings. AI can run the numbers.",
   "result_headline": null,
   "time_estimate": "10 min",
   "time_minutes": 10,
   "difficulty": "Easy",
   "problem": "People transfer balances without accounting for the transfer fee or what happens when the promo rate ends.",
   "how_ai_helps": "AI can calculate total cost with the fee, the monthly payment needed to clear the balance before the promo ends, and compare with keeping the current card.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "Find the offer's transfer fee, promo APR, promo length and the APR afterward.",
    "Ask the AI to calculate total cost and the monthly payment to pay it off before the promo ends.",
    "Compare with your current card and with a debt payoff plan.",
    "If you transfer, avoid new purchases on the card and set up autopay above the minimum."
   ],
   "prompt": "I owe $[BALANCE] at [CURRENT APR]%. A balance transfer offer has a [FEE]% fee, [PROMO APR]% for [MONTHS] months, then [GO-TO APR]%. I can pay about $[MONTHLY] per month. 1) Compare total interest and fees for transferring vs staying, showing the math. 2) Tell me the monthly payment needed to clear it before the promo ends. 3) List traps to avoid (late payments, new purchases, deferred interest vs 0% APR).",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "'Deferred interest' store-card promotions are different: if you don't pay in full, interest can be charged back to the purchase date."
   ],
   "sources": [
    "https://www.consumerfinance.gov/consumer-tools/credit-cards/"
   ],
   "tags": [
    "balance transfer",
    "0% APR",
    "credit card debt",
    "interest"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Approval and transfer can take a couple of weeks; keep paying the old card until it's done."
    ],
    "if_no": [
     "Look for a credit union card with a lower ongoing rate.",
     "Build a payoff plan without a transfer (see the related entry)."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/check-balance-transfer-math/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/check-balance-transfer-math.json",
   "category_name": "Debt & Interest",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "dispute-a-charge"
   ],
   "hubs": [
    "lower-credit-card-interest"
   ]
  },
  {
   "slug": "pick-student-loan-repayment-plan",
   "title": "Pick a federal student loan repayment plan with the official calculator and AI",
   "category": "debt-interest",
   "featured": false,
   "status": "published",
   "summary": "Federal repayment options changed in 2026. Use studentaid.gov's Repayment Calculator, then have AI explain the trade-offs in plain English.",
   "result_headline": null,
   "time_estimate": "30–45 min",
   "time_minutes": 45,
   "difficulty": "Medium",
   "problem": "Borrowers face new plans and deadlines (including the end of SAVE) and may pick a plan that costs more than necessary.",
   "how_ai_helps": "AI can explain the plans you're eligible for, help you read the calculator's results, and list questions for your servicer.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Federal Student Aid: Repayment Calculator",
     "url": "https://studentaid.gov/articles/repayment-calculator/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Log in to studentaid.gov and run the Repayment Calculator with your actual loans.",
    "Read the Federal Student Aid pages on income-driven plans and, if you were on SAVE, on choosing a new plan.",
    "Paste the calculator's results into a chatbot and ask it to compare monthly payment, total paid and payoff date.",
    "Check forgiveness goals (like Public Service Loan Forgiveness) before deciding.",
    "Apply through studentaid.gov or your servicer, never through a third party that charges a fee."
   ],
   "prompt": "Here are my studentaid.gov Repayment Calculator results (personal details removed): [PASTE PLAN NAMES, MONTHLY PAYMENTS, TOTAL PAID, PAYOFF DATES]. My situation: income $[INCOME], household size [N], employer type [public / nonprofit / private], goals [lowest payment / lowest total cost / PSLF]. 1) Compare the options in plain English. 2) Tell me which fits my goal and why. 3) List questions to ask my servicer. Point me to Federal Student Aid pages to confirm current rules, since plans changed in 2026.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Rules have changed recently (SAVE ended by court order in March 2026; the Repayment Assistance Plan is available for eligible loans). Confirm on studentaid.gov.",
    "You never have to pay a company to enroll in a federal repayment plan."
   ],
   "sources": [
    "https://studentaid.gov/articles/repayment-calculator/",
    "https://studentaid.gov/articles/faqs-idr-plan/",
    "https://studentaid.gov/articles/save/"
   ],
   "tags": [
    "student loans",
    "repayment plan",
    "RAP",
    "SAVE",
    "studentaid.gov"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Plan changes are processed by your servicer and can take a few weeks."
    ],
    "if_no": [
     "Call your servicer, or contact the Federal Student Aid Ombudsman if you can't resolve a problem."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/pick-student-loan-repayment-plan/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/pick-student-loan-repayment-plan.json",
   "category_name": "Debt & Interest",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "dispute-a-charge"
   ],
   "hubs": []
  },
  {
   "slug": "build-debt-payoff-plan-with-ai",
   "title": "Build a debt payoff plan (avalanche or snowball) with AI",
   "category": "debt-interest",
   "featured": false,
   "status": "published",
   "summary": "List your debts and AI will build a month-by-month payoff plan, comparing highest-rate-first with smallest-balance-first.",
   "result_headline": null,
   "time_estimate": "15–20 min",
   "time_minutes": 20,
   "difficulty": "Easy",
   "problem": "With several debts, people spread payments evenly and pay more interest than they need to.",
   "how_ai_helps": "AI can compare the avalanche (highest interest first) and snowball (smallest balance first) methods, show total interest and payoff dates, and build a simple schedule.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    }
   ],
   "how_to": [
    "List each debt: balance, APR and minimum payment.",
    "Decide how much you can put toward debt each month.",
    "Ask the AI to compare avalanche vs snowball with total interest and payoff dates.",
    "Set up autopay for minimums and put the extra toward the target debt; recheck monthly."
   ],
   "prompt": "Here are my debts: [LIST: NAME, BALANCE, APR, MINIMUM PAYMENT]. I can pay $[TOTAL] per month in total. 1) Build payoff schedules using the avalanche and snowball methods, with total interest and payoff date for each. 2) Show the difference. 3) Recommend one, considering that I [prefer quick wins / want the lowest cost]. 4) Give me a simple monthly checklist.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Keep a small emergency fund so new expenses don't go back on the cards."
   ],
   "sources": [
    "https://www.consumerfinance.gov/consumer-tools/educator-tools/your-money-your-goals/",
    "https://www.consumerfinance.gov/consumer-tools/credit-cards/"
   ],
   "tags": [
    "debt payoff",
    "avalanche",
    "snowball",
    "credit card debt"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Progress feels slow at first; it speeds up as balances fall."
    ],
    "if_no": [
     "Ask creditors about hardship programs.",
     "Talk to a nonprofit credit counselor."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/build-debt-payoff-plan-with-ai/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/build-debt-payoff-plan-with-ai.json",
   "category_name": "Debt & Interest",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "dispute-a-charge"
   ],
   "hubs": [
    "lower-credit-card-interest"
   ]
  },
  {
   "slug": "vet-debt-relief-or-settlement-offer",
   "title": "Vet a debt relief or settlement company before you sign up",
   "category": "debt-interest",
   "featured": false,
   "status": "published",
   "summary": "Debt relief offers can cost a lot and damage credit. AI can check an offer against FTC rules and red flags, and compare free alternatives.",
   "result_headline": null,
   "time_estimate": "20–30 min",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "Companies promise to cut debts in half, charge fees and tell you to stop paying creditors, which can lead to lawsuits and fees.",
   "how_ai_helps": "AI can summarize the contract, flag illegal upfront fees and risky instructions, and outline free options like nonprofit credit counseling.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "FTC: How to get out of debt",
     "url": "https://consumer.ftc.gov/articles/how-get-out-debt",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Get the offer and contract in writing before agreeing to anything.",
    "Ask the AI to summarize fees, timelines, risks and whether fees are charged before any debt is settled.",
    "Compare with free or low-cost options: calling creditors about hardship programs or a nonprofit credit counselor.",
    "Walk away from companies that charge upfront, guarantee results or tell you to stop talking to creditors."
   ],
   "prompt": "A debt relief company offered this: [PASTE OFFER / CONTRACT TERMS]. My debts: [LIST BALANCES AND CREDITORS]. 1) Summarize the fees, timeline and risks (credit damage, lawsuits, taxes on forgiven debt). 2) Flag anything that conflicts with FTC guidance, like fees before settling a debt. 3) Compare with alternatives (creditor hardship programs, nonprofit credit counseling, a payoff plan). 4) List questions to ask before signing.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Forgiven debt can count as taxable income in some cases.",
    "Under FTC rules, for-profit debt relief companies selling by phone generally can't charge fees before they settle or reduce a debt."
   ],
   "sources": [
    "https://consumer.ftc.gov/articles/how-get-out-debt",
    "https://consumer.ftc.gov/consumer-alerts/2025/07/spot-scams-while-getting-out-debt"
   ],
   "tags": [
    "debt settlement",
    "debt relief",
    "credit counseling",
    "scams"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Legitimate nonprofit counselors offer a free first session."
    ],
    "if_no": [
     "Walk away from upfront-fee offers.",
     "Report suspicious debt relief companies to the FTC and your state attorney general."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/vet-debt-relief-or-settlement-offer/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/vet-debt-relief-or-settlement-offer.json",
   "category_name": "Debt & Interest",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "dispute-a-charge"
   ],
   "hubs": [
    "lower-credit-card-interest"
   ]
  },
  {
   "slug": "find-alternatives-to-payday-loans",
   "title": "Find cheaper alternatives to a payday loan before you borrow",
   "category": "debt-interest",
   "featured": false,
   "status": "published",
   "summary": "Payday loans can carry very high costs. AI can help you compare alternatives like credit union payday alternative loans and payment plans.",
   "result_headline": null,
   "time_estimate": "15 min",
   "time_minutes": 15,
   "difficulty": "Easy",
   "problem": "When cash is short, people turn to payday or title loans without comparing cheaper options.",
   "how_ai_helps": "AI can calculate the real cost of a payday loan and list alternatives, including credit union payday alternative loans (PALs) and asking billers for more time.",
   "real_examples": [],
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "MyCreditUnion.gov: Payday alternative loans",
     "url": "https://mycreditunion.gov/manage-your-money/consumer-loans-credit-cards/payday-alternative-loans",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Write down how much you need, for what, and when you can repay.",
    "Ask the AI to calculate the payday loan's real cost (fee and APR) for that amount and term.",
    "Check alternatives: a credit union payday alternative loan (federal credit unions can offer these with capped fees), a payment plan with the biller, employer pay advances or local assistance.",
    "If you do borrow, borrow only what you can repay on the due date."
   ],
   "prompt": "I need $[AMOUNT] for [PURPOSE] and can repay by [DATE]. A payday lender offers: [TERMS: fee, term]. 1) Calculate the real cost and APR. 2) List cheaper alternatives for my situation, including credit union payday alternative loans, payment plans with the company I owe, and assistance programs, with what to ask for each. 3) Draft a short message asking my biller for a payment extension.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Rolling over a payday loan multiplies its cost.",
    "Some states ban or cap payday loans; check your state's rules."
   ],
   "sources": [
    "https://www.consumerfinance.gov/consumer-tools/payday-loans/",
    "https://mycreditunion.gov/manage-your-money/consumer-loans-credit-cards/payday-alternative-loans"
   ],
   "tags": [
    "payday loans",
    "payday alternative loans",
    "credit union",
    "emergency cash"
   ],
   "last_verified": "2026-10-19",
   "next_steps": {
    "expect": [
     "Credit union PALs require membership; some require a month of membership first."
    ],
    "if_no": [
     "Ask local charities or 211 for emergency help.",
     "Ask your employer about pay advances."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/find-alternatives-to-payday-loans/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/find-alternatives-to-payday-loans.json",
   "category_name": "Debt & Interest",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "dispute-a-charge"
   ],
   "hubs": []
  },
  {
   "featured": false,
   "status": "published",
   "result_headline": null,
   "real_examples": [],
   "last_verified": "2026-10-19",
   "slug": "check-if-rent-increase-is-legal",
   "category": "home-everyday",
   "title": "Check if your rent increase is legal before you agree to it",
   "summary": "Some states and cities cap rent increases or require long written notice. Check the rules where you live, then push back in writing if the increase breaks them.",
   "time_estimate": "20–30 min",
   "time_minutes": 30,
   "difficulty": "Easy",
   "problem": "Many tenants accept a rent increase without checking whether it's allowed. California and Oregon have statewide caps, some cities have rent control, and many places have notice rules.",
   "how_ai_helps": "AI can read your lease and the increase notice, list the questions to check (cap, notice period, how often rent can rise), and draft a polite written reply once you've confirmed the local rules on an official site.",
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "California AG: Limits on rent increases",
     "url": "https://oag.ca.gov/rentcaps",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Statewide cap chart plus local rent-control summary"
    },
    {
     "name": "Oregon DAS: Rent stabilization",
     "url": "https://www.oregon.gov/das/OEA/Pages/rent-stabilization.aspx",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Maximum annual increase for the year"
    },
    {
     "name": "HUD: Tenant rights by state",
     "url": "https://www.hud.gov/topics/rental_assistance/tenantrights",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Write down your current rent, the new rent, the date you got the notice and the date it takes effect.",
    "Work out the increase as a percentage (new rent minus old rent, divided by old rent).",
    "Look up your state and city rules on an official site: is there a cap, how much notice is required, and how often can rent go up?",
    "Ask the AI to compare your notice with those rules and list anything that looks off. Check every rule it mentions against the official page.",
    "If the increase looks too high or the notice too short, send a short, polite written reply asking the landlord to correct it, and keep a copy."
   ],
   "prompt": "My landlord is raising my rent from $[OLD RENT] to $[NEW RENT] starting [DATE]. I got the written notice on [DATE]. I live in [CITY, STATE] in a [apartment / house / condo] built around [YEAR, if known]. 1) Work out the percentage increase. 2) List what I should check on official sites for my state and city: rent caps, notice periods, how often rent can rise, and exemptions (for example, newer buildings). Don't state a rule as fact unless you're sure, and tell me where to verify it. 3) Draft a short, polite email asking my landlord to confirm the increase follows local rules, and a second version I can use if I've confirmed it breaks them.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Most US states don't cap rent increases at all. Notice rules still apply in many places.",
    "California's cap applies to most housing more than 15 years old; Oregon's cap doesn't apply to buildings whose first certificate of occupancy is less than 15 years old. Exemptions matter.",
    "AI tools can get local laws wrong. Confirm every rule on your state, city or county site, or with a local tenant group or legal aid."
   ],
   "sources": [
    "https://oag.ca.gov/rentcaps",
    "https://www.oregon.gov/das/OEA/Pages/rent-stabilization.aspx",
    "https://oregon.legal/oregon-laws/ors-90-323/",
    "https://www.hud.gov/topics/rental_assistance/tenantrights"
   ],
   "tags": [
    "rent increase",
    "rent",
    "landlord",
    "tenant rights",
    "rent control"
   ],
   "next_steps": {
    "expect": [
     "If the increase breaks a clear rule, many landlords correct it once it's pointed out in writing.",
     "If it's legal, you can still negotiate: see the rent renewal guide."
    ],
    "if_no": [
     "Contact your city or county housing office, a tenant union or legal aid.",
     "In California, the Attorney General's site explains how to report violations of the Tenant Protection Act."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/check-if-rent-increase-is-legal/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/check-if-rent-increase-is-legal.json",
   "category_name": "Home & Everyday Spending",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "everyday-spending"
   ],
   "hubs": [
    "rent-increase"
   ]
  },
  {
   "featured": false,
   "status": "published",
   "result_headline": null,
   "real_examples": [],
   "last_verified": "2026-10-19",
   "slug": "sue-in-small-claims-for-security-deposit",
   "category": "disputes-fees",
   "title": "Take your landlord to small claims court to get your deposit back",
   "summary": "If a demand letter doesn't work, small claims court is built for disputes like this. AI can help you organize evidence and a short, clear statement for the judge.",
   "time_estimate": "2–4 hrs over a few weeks",
   "time_minutes": 240,
   "difficulty": "Involved",
   "problem": "Some landlords keep deposits without an itemized list, or deduct for normal wear and tear. Tenants often give up because court sounds intimidating.",
   "how_ai_helps": "AI can turn your photos, lease, move-out list and messages into a timeline, a simple list of what you're asking for and why, and a checklist of documents to bring.",
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "California Courts: Security deposit guide",
     "url": "https://selfhelp.courts.ca.gov/guide-security-deposits-california",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Deadlines, allowed deductions, small claims"
    },
    {
     "name": "NJ Courts: Small claims",
     "url": "https://www.njcourts.gov/self-help/small-claims-court",
     "cost": "Court filing fee",
     "cost_type": "paid",
     "price": "Filing fee (e.g. $35 in NJ)",
     "notes": "Includes a security deposit kit; fee waivers exist"
    }
   ],
   "how_to": [
    "Send a written demand letter first and keep a copy (most courts expect you to ask before you sue).",
    "Collect your lease, move-in and move-out photos, the landlord's itemized list (if any) and all messages.",
    "Ask the AI to build a dated timeline and a one-page summary of what you're owed and why. Check every date and amount.",
    "Find your local small claims court's self-help page, the filing limit and the fee (ask about a fee waiver if you qualify).",
    "File, serve the landlord the way your court requires, and bring three copies of your evidence to the hearing."
   ],
   "prompt": "I'm a tenant in [CITY, STATE]. I moved out on [DATE] and paid a $[DEPOSIT] security deposit. The landlord [returned nothing / returned $[AMOUNT] / sent this list of deductions: [PASTE]]. I sent a demand letter on [DATE] and [got no reply / they refused]. Here's my evidence: [LIST PHOTOS, LEASE CLAUSES, MESSAGES]. 1) Build a dated timeline. 2) Write a one-page plain-English summary for a small claims judge: what I'm asking for and why, item by item. 3) List what I should check about my state's deposit rules (deadline, itemized statement, wear and tear) on an official court or state site. Don't invent laws or case names.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Deadlines, filing limits and penalties vary by state. In California, landlords generally have 21 days to return the deposit or send an itemized statement, and a judge may award up to twice the deposit in bad-faith cases.",
    "Be honest about real damage. Normal wear and tear is treated differently from damage you caused.",
    "Chatbots sometimes invent laws or case names. Don't put anything in front of a judge you haven't checked."
   ],
   "sources": [
    "https://selfhelp.courts.ca.gov/guide-security-deposits-california",
    "https://selfhelp.courts.ca.gov/small-claims/before-you-start/common-issues",
    "https://www.njcourts.gov/self-help/small-claims-court"
   ],
   "tags": [
    "security deposit",
    "small claims",
    "landlord",
    "tenant rights"
   ],
   "next_steps": {
    "expect": [
     "Many landlords settle or pay once they're served, before the hearing.",
     "If you win, the court tells the landlord to pay; ask the clerk what to do if they don't."
    ],
    "if_no": [
     "Ask the court's self-help center or a legal aid office for help collecting a judgment.",
     "Contact a local tenant union for advice on next steps."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/sue-in-small-claims-for-security-deposit/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/sue-in-small-claims-for-security-deposit.json",
   "category_name": "Disputes & Fees",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "dispute-a-charge"
   ],
   "hubs": [
    "get-security-deposit-back"
   ]
  },
  {
   "featured": false,
   "status": "published",
   "result_headline": null,
   "real_examples": [],
   "last_verified": "2026-10-19",
   "slug": "document-move-out-to-protect-deposit",
   "category": "disputes-fees",
   "title": "Document your move-out so your landlord can't keep your deposit",
   "summary": "Photos, a pre-move-out inspection and a written forwarding address make deposit disputes much easier to win. AI can turn your lease into a move-out checklist.",
   "time_estimate": "30–60 min",
   "time_minutes": 60,
   "difficulty": "Easy",
   "problem": "Deposit fights usually come down to evidence. Tenants who didn't photograph the unit or give a forwarding address in writing have a harder time.",
   "how_ai_helps": "AI can read your lease's cleaning and move-out terms and give you a room-by-room checklist, plus a short email requesting an inspection and giving your forwarding address.",
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "California Courts: Security deposit guide",
     "url": "https://selfhelp.courts.ca.gov/guide-security-deposits-california",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Explains the pre-move-out inspection right in California"
    },
    {
     "name": "HUD: Tenant rights by state",
     "url": "https://www.hud.gov/topics/rental_assistance/tenantrights",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "Paste your lease's move-out and cleaning sections into the AI and ask for a room-by-room checklist.",
    "Ask the landlord in writing whether you can have an inspection before you move out (California tenants have this right).",
    "Clean and fix what the checklist flags, then take dated photos and a slow video of every room, appliance and wall.",
    "Return keys, and give your forwarding address in writing. Keep copies of everything.",
    "Put a reminder in your calendar for your state's return deadline."
   ],
   "prompt": "I'm moving out of my rental in [CITY, STATE] on [DATE]. Here are the move-out and cleaning parts of my lease: [PASTE]. 1) Make a room-by-room move-out checklist, including what to photograph. 2) Draft a short email to my landlord asking for a pre-move-out inspection and giving my forwarding address: [ADDRESS]. 3) List what I should check about my state's security deposit deadline and allowed deductions on an official site.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Rules differ by state. The pre-move-out inspection right described here is from California's official guide.",
    "Landlords can generally deduct for cleaning back to move-in condition and damage beyond normal wear and tear."
   ],
   "sources": [
    "https://selfhelp.courts.ca.gov/guide-security-deposits-california",
    "https://www.hud.gov/topics/rental_assistance/tenantrights"
   ],
   "tags": [
    "security deposit",
    "move out",
    "landlord",
    "tenant rights"
   ],
   "next_steps": {
    "expect": [
     "With photos and a forwarding address on file, deductions are easier to challenge."
    ],
    "if_no": [
     "If the deposit isn't returned on time, send a demand letter (see the demand letter guide).",
     "If that fails, small claims court is the next step."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/document-move-out-to-protect-deposit/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/document-move-out-to-protect-deposit.json",
   "category_name": "Disputes & Fees",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "dispute-a-charge"
   ],
   "hubs": [
    "get-security-deposit-back"
   ]
  },
  {
   "featured": false,
   "status": "published",
   "result_headline": null,
   "real_examples": [],
   "last_verified": "2026-10-19",
   "slug": "check-property-record-card-for-errors",
   "category": "taxes-benefits",
   "title": "Check your property record for errors that raise your tax bill",
   "summary": "Your county's record of your home (square footage, bathrooms, lot size) drives its value. A wrong detail can mean a higher tax bill, and many offices will fix it.",
   "time_estimate": "20–40 min",
   "time_minutes": 40,
   "difficulty": "Easy",
   "problem": "Assessors value homes from records that can be wrong: extra square footage, a bathroom you don't have, a finished basement that isn't finished.",
   "how_ai_helps": "AI can compare your county's property record with your own documents (plans, appraisal, listing), flag mismatches, and draft a short correction request with the evidence listed.",
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Your county assessor or appraisal district website",
     "url": "https://www.usa.gov/local-governments",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Find your county's site, then search your address"
    },
    {
     "name": "Dallas CAD: Correcting square footage",
     "url": "https://support.dallascad.org/hc/en-us/articles/33691575427355-I-need-to-correct-the-square-footage-of-my-property",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Example of how one office handles corrections"
    }
   ],
   "how_to": [
    "Find your property record on your county assessor or appraisal district site.",
    "Copy the key facts: living area, lot size, bedrooms, bathrooms, garage, basement, year built, condition.",
    "Paste them into the AI with your own documents (appraisal, plans, listing) and ask it to list any mismatches.",
    "Confirm each mismatch yourself, then send the correction request your county asks for, with supporting documents.",
    "If the value still looks too high, file an assessment appeal before your county's deadline."
   ],
   "prompt": "Here is my county's property record for my home: [PASTE FIELDS: living area, lot size, beds, baths, garage, basement, year built, condition]. Here's what my own documents say: [PASTE FROM APPRAISAL / PLANS / LISTING]. 1) List every mismatch in a table. 2) Tell me which ones are most likely to affect the assessed value. 3) Draft a short, polite correction request to the assessor that lists each error and the document that supports it. Don't guess at local deadlines; tell me to check them.",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Fixing a record error doesn't automatically lower your value; the office reviews it. Deadlines vary (Oregon's square-footage correction form, for example, must be filed by Dec 31 of the tax year).",
    "Errors can go both ways. If the record undercounts something, a review could raise the value."
   ],
   "sources": [
    "https://support.dallascad.org/hc/en-us/articles/33691575427355-I-need-to-correct-the-square-footage-of-my-property",
    "https://help.bcad.org/hc/en-us/articles/44446636617491-What-if-my-property-record-shows-incorrect-information",
    "https://www.canyoncounty.id.gov/elected-officials/assessor/assessment-information/",
    "https://www.oregon.gov/DOR/forms/FormsPubs/310-092.pdf"
   ],
   "tags": [
    "property tax",
    "property tax appeal",
    "assessment",
    "homeowners"
   ],
   "next_steps": {
    "expect": [
     "The office may ask for documents or send someone to measure. Corrections can take weeks."
    ],
    "if_no": [
     "File a formal assessment appeal before the deadline (see the property tax appeal guide).",
     "Check whether you qualify for a homestead or senior exemption, which is separate."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/check-property-record-card-for-errors/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/check-property-record-card-for-errors.json",
   "category_name": "Taxes & Benefits",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "taxes-benefits"
   ],
   "hubs": [
    "appeal-property-tax"
   ]
  },
  {
   "featured": false,
   "status": "published",
   "result_headline": null,
   "real_examples": [],
   "last_verified": "2026-10-19",
   "slug": "tell-debt-collector-to-stop-contacting-you",
   "category": "debt-interest",
   "title": "Tell a debt collector to stop contacting you, in writing",
   "summary": "You have the right to tell a debt collector to stop contacting you. A short written letter based on the CFPB's sample does it. It doesn't erase the debt.",
   "time_estimate": "15–20 min",
   "time_minutes": 20,
   "difficulty": "Easy",
   "problem": "Repeated calls and messages from collectors are stressful. Many people don't know they can make them stop with one letter.",
   "how_ai_helps": "AI can draft a cease-contact letter modeled on the CFPB's sample, explain what the collector can and can't do afterwards, and remind you to dispute first if you don't think you owe it.",
   "tools": [
    {
     "name": "ChatGPT",
     "url": "https://chatgpt.com",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "Claude",
     "url": "https://claude.ai",
     "cost": "Free tier; paid plans available",
     "cost_type": "freemium",
     "notes": ""
    },
    {
     "name": "CFPB: Stop a debt collector contacting you",
     "url": "https://www.consumerfinance.gov/ask-cfpb/how-do-i-get-a-debt-collector-to-stop-contacting-me-en-1411/",
     "cost": "Free",
     "cost_type": "free",
     "notes": "Links to the CFPB's sample letters"
    },
    {
     "name": "CFPB: Debt collection tools",
     "url": "https://www.consumerfinance.gov/consumer-tools/debt-collection/",
     "cost": "Free",
     "cost_type": "free",
     "notes": ""
    }
   ],
   "how_to": [
    "If you don't think you owe the debt, send a dispute or request for information first (see the debt validation guide). Do it within 30 days of the validation notice if you can.",
    "Ask the AI to draft a short letter, based on the CFPB's sample, telling the collector to stop all contact.",
    "Check the names, dates and reference numbers yourself. Leave out your full account and Social Security numbers.",
    "Send it by certified mail with a return receipt (or the collector's electronic method) and keep a copy.",
    "Log any contact after they receive it, and report violations to the CFPB."
   ],
   "prompt": "A debt collector, [COLLECTOR NAME], has been contacting me about a debt they say I owe to [ORIGINAL CREDITOR] (their reference: [REFERENCE NUMBER]). I want them to stop contacting me. [I have / have not] already disputed the debt. 1) Draft a short cease-contact letter modeled on the CFPB's sample 'I want the debt collector to stop contacting me'. 2) Explain in plain English what they're still allowed to do afterwards (per the CFPB). 3) Tell me whether I should send a dispute first, given my situation: [DESCRIBE].",
   "caveats": [
    "No verified AI-specific success story yet. This is a how-to guide built on official sources.",
    "Stopping contact doesn't make the debt go away. The collector or creditor can still sue or report to credit bureaus.",
    "After receiving your letter, the collector may only contact you to say there will be no further contact or to tell you about specific actions, such as a lawsuit.",
    "If you're sued, respond to the court by the deadline. Ignoring a lawsuit can lead to a default judgment."
   ],
   "sources": [
    "https://www.consumerfinance.gov/ask-cfpb/how-do-i-get-a-debt-collector-to-stop-contacting-me-en-1411/",
    "https://www.consumerfinance.gov/ask-cfpb/what-should-i-do-when-a-debt-collector-contacts-me-en-1695/"
   ],
   "tags": [
    "debt collector",
    "stop debt collector calls",
    "cease and desist",
    "FDCPA"
   ],
   "next_steps": {
    "expect": [
     "Once the collector receives the letter, the calls and messages should stop."
    ],
    "if_no": [
     "Keep a log of contacts and file a complaint with the CFPB (consumerfinance.gov/complaint).",
     "Talk to a consumer lawyer or legal aid; many take collection violation cases at no upfront cost."
    ]
   },
   "url": "https://www.cheaperbyai.com/use-cases/tell-debt-collector-to-stop-contacting-you/",
   "api_url": "https://www.cheaperbyai.com/api/use-cases/tell-debt-collector-to-stop-contacting-you.json",
   "category_name": "Debt & Interest",
   "result_kind": null,
   "cost_level": "freemium",
   "has_contingency_fee_option": false,
   "goals": [
    "dispute-a-charge"
   ],
   "hubs": [
    "stop-debt-collector"
   ]
  }
 ]
}