Health & Medical: 37 real cases
Doctor-visit prep, test results, medical bills, insurance denials and Medicare choices.
Decode a scary dental insurance denial and confirm the real bill with Claude Code
John Sambrook, 66, woke at 4:30 a.m. to an Aetna Explanation of Benefits for some dental fillings: six of the eight line items said DENIED, and the 'Your Share' column added up to $1,316. Sambrook had spent about 15 minutes setting up a small Claude Code workspace for personal insurance, with the policy documents in it, and asked it to explain the EOB. About three minutes later, it showed that the plan excludes 'comprehensive dental services', so the denials were expected, but that the dentist is in network and bills at a contracted rate. The actual amount owed was $723.83, the figure already being paid, so nothing more was due.
PersonalHealth & medicalClaude CodeWorkedRecreated promptEvidence: Screenshots or logsView CaseNarrow down sudden vertigo to likely BPPV before an ENT visit with Grok
After a workout, a swim and a massage, founder Violetta Bonenkamp had extreme vertigo and nausea, and the paramedics who came noted high blood pressure. At home, Bonenkamp gave Grok the symptoms, blood pressure readings and Apple Watch stats. Grok put benign paroxysmal positional vertigo (BPPV) at the top, explained how a vertigo attack can raise blood pressure, and suggested the Dix-Hallpike test and a follow-up with an ENT specialist. The home test wasn't clear-cut and Grok sounded less sure, but the ENT confirmed BPPV and treated it, and it took two different maneuvers to get the vertigo under control.
PersonalHealth & medicalGrokWorkedRecreated promptEvidence: Described by posterView CaseFind out why two Medicare Advantage plans have different deductibles with ChatGPT
Comparing 2027 Medicare Advantage plans, John Major found two from one company with nearly identical features and premiums and copays within $10, but plan E had a $2,000 deductible on non-routine care and plan S had none. Major couldn't find a benefit to explain it and asked ChatGPT. It admitted it couldn't find an explanation either, but on its own it compared the 2026 versions: then, plan E's deductible was $1,500 with an out-of-pocket maximum $2,750 lower than plan S. Major concluded the company was 'apparently squeezing existing plan E customers', counting on them to renew without looking.
PersonalHealth & medicalChatGPTWorkedRecreated promptEvidence: Described by posterView CaseCompare first-time Medicare options with Gemini alongside a human advisor
Facing a first Medicare sign-up, Jeff Hall used AI (Hall calls it Gemini Notebook) to work out which options to choose, alongside an advisor from LeClair Group. The goal was to minimize out-of-pocket costs. Running simulations on the shortlist, Hall found the options 'almost net out the same or within a few hundred dollars of each other', and the results came out entirely different for Hall's spouse. Hall's takeaway: Medicare plans are like a balloon, and anyone who tries this alone 'is a fool'. The post doesn't say which plan Hall picked.
PersonalHealth & medicalGeminiWorkedRecreated promptEvidence: Described by posterView CaseAppeal a $600 insurance denial and file a state complaint with Claude (partial)
After a routine specialist visit turned into a denied claim, Brett Chereskin had over $600 at stake. Chereskin pasted the policy sections and the explanation of benefits (EOB) into Claude for plain English, built a dated timeline of every call and letter, and got a read of the appeal steps and protections that might apply ('Not legal advice'). Claude helped draft the appeal. When the insurer's internal appeal stalled, Chereskin and Claude drafted a formal complaint to the state department of insurance in 'a focused hour'. The complaint is filed, but 'I don't know yet how it resolves.'
PersonalHealth & medicalClaudePartialRecreated promptEvidence: Described by posterView CaseRead an 18-page blood test report with ChatGPT, then find what it missed
Simran Sukhnani gave an 18-page blood report to ChatGPT. Within seconds it flagged high triglycerides (252 mg/dL), low vitamin D (14.9 ng/mL) and blood in the urine. But it never asked about Sukhnani's life. It suggested walking 30 minutes a day, though Sukhnani walks 15,000 steps and does weight training five days a week. It recommended 60,000 IU of vitamin D weekly without asking about supplements already being taken. And it never asked whether Sukhnani was menstruating when giving the urine sample, though that was the case and is a common cause of blood in urine. Sukhnani went to a doctor, and calls ChatGPT 'a starting point, not a destination'.
PersonalHealth & medicalChatGPTPartialRecreated promptEvidence: Article or interviewView CaseBuild an evidence packet for a stalled insurance drug approval with ChatGPT
Rich Kaplan has catastrophic antiphospholipid syndrome, a rare autoimmune clotting disorder. Kaplan's insurer wouldn't cover an expensive prescribed medication without evidence it had helped someone with a condition that rare, and 90, then 120 days passed. Kaplan asked ChatGPT to find every reference to the drug being used for the disease and got back a referenced, five-page synthesis of trials, case reports and studies. With a short plain-language note added ('I'm alive today. I have a rare disease. I'm trying to stay alive longer.'), the packet was approved through the insurer's third-party arbitration process.
PersonalHealth & medicalChatGPTWorkedRecreated promptEvidence: Company case studyView CaseUnderstand flagged blood test results while waiting for a doctor with Claude
When Judith Miller, a 76-year-old Milwaukee resident, saw routine blood work posted online, Miller messaged the doctor to ask about an elevated carbon dioxide reading and a 'low anion gap'. While waiting for a reply, Miller put the results into Claude and asked it to evaluate them. 'Claude helped give me a clear understanding of the abnormalities,' Miller told NPR, and because it didn't report anything alarming, the wait for the doctor's answer wasn't an anxious one. NPR's article also covers what to keep in mind before sharing lab results with a chatbot.
PersonalHealth & medicalClaudeWorkedRecreated promptEvidence: Article or interviewBeginner-friendlyView CaseTrack down an out-of-stock gel by calling a list of local pharmacies compiled by ChatGPT
Blessing Apostle was struggling to find Reparil Gel in Uyo. Apostle asked ChatGPT to compile a list of pharmacies in the city with their phone numbers, then called them one after another until Quenthall Pharmacy on Oron Road said it had the gel in stock.
PersonalHealth & medicalChatGPTWorkedRecreated promptEvidence: Described by posterBeginner-friendlyView CaseFind a cheaper Medicare drug plan with ChatGPT after a premium rise, then confirm it in Medicare's Plan Finder
A Topretirements blogger's Medicare Part D drug plan wrote to say the 2027 premium would rise from $98.30 to $126 a month. They asked ChatGPT for cheaper options, giving their Florida ZIP code, their medications and preferred pharmacies. It suggested several, including a plan at $5.30 a month in their area, $1,448.40 a year less in premiums. They didn't switch on ChatGPT's word alone: as their insurance agent also advised, they checked it in Medicare's official Plan Finder, which confirmed the switch made sense, and enrolled. They get most prescriptions through the VA, so the cheapest premium suited them; they note others need to compare total yearly cost.
PersonalHealth & medicalChatGPTWorkedRecreated promptEvidence: Described by posterBeginner-friendlyView CaseFind a year of forgotten FSA-eligible purchases across three retailers and file 15 claims with an AI agent in Cursor
Ramesh Raman dislikes filing reimbursements, so they pulled 12 months of receipts from three retailer accounts and had an LLM classify every item as FSA-eligible or not. They checked the ones it got wrong themselves until every eligible item had a PDF receipt, then pointed Cursor at their reimbursement portal to file the claims. From 600 transactions it submitted 15 claims worth $242.87, pausing for approval before every upload; they reviewed everything at the end. The first upload took about 2 minutes and the last under 30 seconds. It took about an hour, for a chore they'd put off for months, and mostly recovered small forgotten buys like Tylenol.
PersonalHealth & medicalCursorWorkedRecreated promptEvidence: Described by posterView CaseCheck a $3,802 surgery bill against insurance with Gemini and get a $269 consultation charge removed
Financial planner Mike Palmer's itemised statement for a surgery was $3,802 in confusing codes and offsetting entries; insurance covered $1,390, leaving $2,412 out of pocket. Palmer saved the bill details as a PDF without personal information and asked Gemini what the codes meant and whether the coverage was correct. Gemini explained each line, confirmed the write-offs showed in-network pricing, and flagged an office consultation fee as likely contested, since insurers usually bundle a same-day evaluation into the procedure. There had been no separate consultation, so Palmer called the provider to dispute it, and they removed the $269 fee.
PersonalHealth & medicalGeminiWorkedImproved promptEvidence: Article or interviewView CaseGet to the ER in time for suspected testicular torsion after Claude flagged it as an emergency
DANN's pain started out of nowhere on a Friday night and within twenty minutes they could barely walk; the plan was to take painkillers and sleep it off. They asked Claude first, and it said this could be testicular torsion, that there's a 4- to 6-hour window, to go to the ER now, not to eat or drink in case of surgery and not to drive themselves. They went. The first ER untwisted it and sent them home; at 3am the pain came back and after a second visit they were taken by ambulance to a bigger hospital, staying three days. Torsion was never confirmed because it was untwisted before an ultrasound, but DANN is home, healing and kept everything.
PersonalHealth & medicalClaudeWorkedRecreated promptEvidence: Described by posterView CaseGet a $22,604 ER bill in collections waived after Claude helped find grounds to challenge it
Two years after an ER visit, Jackie Davalos got a collections notice saying $22,604 was owed to the hospital, having never received a bill; the records wrongly listed Davalos as uninsured. A first dispute only removed one medication charge. Davalos's partner, Walter Kerr, uploaded the billing and medical records to Claude and asked whether they had any further recourse. Claude suggested several arguments, including that legal requirements on debt and insurance might not have been met. Using many of them, Kerr wrote to executives at the hospital and its parent company, and shortly after the hospital waived the entire bill, later acknowledging a clerical error. A legal aid lawyer who reviewed it said some of Claude's analysis was right but it misunderstood some of the laws it cited.
PersonalHealth & medicalClaudeWorkedRecreated promptEvidence: Article or interviewView CaseBook a monthly allergy-prescription appointment on a fiddly Japanese clinic site with Claude in Chrome
Ved Kamat, who lives in Japan, gets the same pollen-allergy prescription every month and finds clinic booking sites awkward, with odd layouts and the same details asked for again and again. They had Claude in Chrome do the booking: it found the booking page, chose the return-patient appointment type, picked the earliest slot as asked and filled in the patient details. Kamat only had to type their password when Claude asked; payment details would also have stayed with them. They plan to hand over more non-critical bookings.
PersonalHealth & medicalClaude in ChromeWorkedRecreated promptEvidence: Described by posterBeginner-friendlyView CasePick a family health plan at open enrollment from photos of the benefits booklet with ChatGPT, then cross-check the numbers
Chris L.'s family spent about $19k on healthcare in a year that wasn't especially bad health-wise, because they'd hit the out-of-pocket maximum on a plan that didn't fit their needs. During open enrollment they photographed the pricing and coverage pages of the enrollment booklet and gave them to ChatGPT, with the care they expected. After 5 and a half minutes it compared the PPO, Gold and Bronze plans, explained how an FSA and an HSA would work out, and gave best- and worst-case yearly costs for each. They then asked about the costs in between those two extremes and got another detailed answer. They checked the output with two other models, which gave the same numbers, and expect to pay between $2,600 and $16,500 in 2026, saving at least $2,500 compared with the year before. It took them under 20 minutes.
PersonalHealth & medicalChatGPTWorkedEvidence: Described by posterBeginner-friendlyView CaseStop an insurer's repeated document requests with a firm ChatGPT letter and get ₹85,000 approved the next day
Jacinth Paul Z submitted a ₹89,000 hospitalisation claim, of which ₹65,000 was marked claimable, and sent every required document within a week. After three months of silence the insurer asked for more documents three times, each needing a trip to the hospital. The fourth time, Jacinth used ChatGPT to draft a firm, legal-toned letter saying enough documents had already been submitted, that the requests looked like a delay tactic, that no more would be sent, and that HR was being told how the claim had been handled. Jacinth uploaded the letter instead of more documents, and the claim was approved the next day for ₹85,000.
PersonalHealth & medicalChatGPTWorkedRecreated promptEvidence: Described by posterView CaseTry to book an eye appointment through Gemini's Zocdoc connection and end up booking on the clinic site
Carrie Liken asked Gemini to book a yearly eye appointment at their usual optician. It didn't work at first because the Zocdoc app needed switching on in settings and calling with '@zocdoc'. Once it was on, Gemini offered times for only one of the practice's doctors, not Liken's. Google's business listing showed the same single doctor, so Liken went to the practice website, found their doctor listed and booked there directly.
PersonalHealth & medicalGeminiFailureRecreated promptEvidence: Described by posterView CaseFill in a GP online consultation form clearly and get seen in five minutes with Grok
When home care didn't clear up their symptoms, X user David Lermarl had Grok help write the online request form for their GP practice. They say the appointment took less than five minutes, they came away with the medicine they needed, and the doctor thought the approach was great, while noting it may not work every time.
PersonalHealth & medicalGrokWorkedRecreated promptEvidence: Described by posterBeginner-friendlyView CaseAudit a year of medical bills against your insurance contract with ChatGPT (partial)
CNET's Robin Hartill, a certified financial planner, hit a $10,150 out-of-pocket maximum in under five months after two eye surgeries. Hartill redacted and uploaded 14 itemised bills and EOBs, a 149-page insurance contract and a spreadsheet of 87 claims to ChatGPT with an auditor prompt. It flagged nothing new on its own and showed an insurance rep had been wrong about a $250 co-pay. When asked directly why Hartill had paid $11,512, it confirmed a $1,512 overpayment on the second surgery and explained why.
PersonalHealth & medicalChatGPTPartialEvidence: Article or interviewView CaseWrite a complaint that got a health insurer to reverse an ADD assessment refusal with ChatGPT
Natja Vinkler, 21, was refused cover by their Danish health insurer, PFA, for a private ADD assessment because they'd been assessed as a child. Vinkler gave ChatGPT the correspondence and their childhood records, then spent several days going back and forth, adding PFA's guidelines, asking for different drafts and fact-checking everything before their mother and a colleague read it. About a month after Vinkler sent it, PFA called to say it would cover the assessment. PFA confirmed to TV 2 that the complaint led it to look again.
PersonalHealth & medicalChatGPTWorkedRecreated promptEvidence: Article or interviewView CaseWrite a step-therapy appeal that got a denied medication approved with ChatGPT
After an insurer denied their medication, even after the doctor's peer-to-peer review, an X user who posts as Don't Fear AI used ChatGPT to write a patient appeal. They say ChatGPT analysed clinical trials and found that the drug the insurer wanted them to try first was less effective than the prescribed one for their condition. Under their state's step-therapy law, they could not be made to fail on it first. The appeal cited their medical history, the state law and the clinical evidence, and the user says the medication was approved.
PersonalHealth & medicalChatGPTWorkedRecreated promptEvidence: Described by posterView CaseWin two UnitedHealthcare coverage fights over about three months with ChatGPT
Austin Oehlerking says they used ChatGPT 5.1, with Gemini for some confirmations, to fight UnitedHealthcare twice in one year, for prescription coverage (Wegovy) and for durable medical equipment (a CPAP machine), after coverage was denied or refused several times. It took nearly three months. They say the AI helped decode policy language, draft evidence-based appeals, set out next steps and supply firm rebuttal wording; they won coverage both times.
PersonalHealth & medicalChatGPTGeminiWorkedRecreated promptEvidence: Described by posterView CaseGet a shortlist of in-network therapists who cover two specialties with ChatGPT
Tiffany Bishop struggled to find a therapist who could help with two distinct areas, since most specialised in one or the other. Bishop gave ChatGPT a detailed prompt with their location (Washington State), preferences (within 20 minutes or virtual), insurance provider and a short summary of what they needed. It returned four suggestions, each with a summary, how well they matched and links to their profiles. All four met the logistics; the first had deep experience in both areas and became Bishop's new therapist.
PersonalHealth & medicalChatGPTWorkedRecreated promptEvidence: Described by posterView Case
