FinTech LLM

Cite as: Real Problem AI problem “Why am I fighting my insurance over a denied claim I don't even understand?”. Opportunity score 9.6 out of 10 (severity 10, AI feasibility 9, market signal 10, competition gap 8). Category FinTech. Trend LLM. Source signal: r/HealthInsurance, r/personalfinance "denied claim" threads, ProPublica reporting.. Canonical URL: https://www.realproblem.ai/idea/why-am-i-fighting-my-insurance-over-a-denied-claim-i-don-t-even-understand.

Why am I fighting my insurance over a denied claim I don't even understand?

Patients receive denial letters in coded jargon; appeals require medical-legal writing they can't produce.

Who has it: Anyone with US health insurance, especially after surgery, ER, or chronic care.

Evidence

Patients describe receiving a large bill with a vague denial reason such as medical necessity and having no idea how to respond.

Our summary of a complaint that recurs in public posts, not a quote. Nobody submitted it to Real Problem AI.

Seen in: r/HealthInsurance, r/personalfinance "denied claim" threads, ProPublica reporting.

Scoring breakdown

9.6/ 10
Problem Severity10
Feasibility today9
Market Signal10
Competition Gap8

Existing players

  • Claimable
  • Counterforce Health
  • Goodbill

What they are missing

Most are concierge-priced or invite-only. A TurboTax-for-appeals at a low per-case price with a transparent win-rate model and e-fax dispatch would scale.

Founders working in this area (not affiliated with Real Problem AI)

  • Neal Shah, Co-founder and CEO, Counterforce Health

Stack hint

01Vision OCR of EOBs and denial letters
02LLM trained on insurer policy bulletins + state DOI rules
03Letter generator citing medical literature
04E-fax + certified mail dispatch via Lob

#F5 · Canonical URL: https://www.realproblem.ai/idea/why-am-i-fighting-my-insurance-over-a-denied-claim-i-don-t-even-understand