We built MedFair because no one should need a law degree to read a hospital bill.
MedFair is an AI-powered advocate for patients navigating America's most confusing paperwork: medical bills, insurance denials, and medical debt collection.
Give every American the tools to fight back.
Medical billing in the United States is built on complexity that overwhelmingly favors hospitals, insurers, and debt collectors. Industry research has repeatedly found that a large share of itemized medical bills contain errors, duplicate charges, or incorrect codes — yet most patients simply pay, because deciphering a bill or writing a formal appeal feels impossible without specialized knowledge.
MedFair exists to close that knowledge gap instantly. We built an AI system trained on billing codes, payer denial language, and consumer debt-collection law so that any patient — regardless of income, education, or legal access — can understand exactly what happened to their bill and what to do next.
of hospital bills are estimated to contain some form of error, per industry billing-audit research
of denied insurance claims are estimated to never be appealed by patients
in medical debt is estimated to be held by U.S. households nationwide
is roughly how long it takes MedFair's AI to produce a full analysis
Built by people who understand US healthcare billing — and privacy.
Domain Expertise
Our AI models are grounded in real CPT/HCPCS billing codes, standard EOB denial reason codes, and the Fair Debt Collection Practices Act (FDCPA) — the same frameworks medical billing advocates use professionally.
Privacy By Design
We built MedFair around a strict "Ephemeral Processing" rule: your documents are analyzed in memory in real time and instantly deleted. We hold zero long-term database storage of medical records.
Patient-First, Always
MedFair is not affiliated with any hospital, insurer, or debt collector. We only work for the patient — our incentives are never split.
The MedFair standard.
Zero Storage, Every Time
No medical document you upload is ever written to a persistent database. Analysis happens in memory and is discarded the moment it's complete.
Plain-English, Not Jargon
Every summary is written so a first-time patient can understand it — no billing-department vocabulary required.
Action Over Anxiety
Every MedFair report ends with a concrete next step — never just a diagnosis of the problem.