Patients and clinics need AI that drafts winning appeal letters for denied health insurance claims by reading the actual policy

Health insurance denials are a massive recurring pain. In 2023 about 73 million Americans on ACA plans had in-network claims denied and under 1 percent appealed because the process is too long and confusing, yet over half of appeals that do get filed succeed. The job an AI agent must do is read the patient's specific policy plus the denial letter, find the strongest line of defense, pull relevant medical literature, and produce a ready-to-send structured appeal. Demand is proven by fighthealthinsurance.com hitting the HN front page at 203 points and YC funding Aegis for provider-side revenue recovery. The differentiated gap is the consumer and small-clinic side at low cost, policy-grounded argumentation rather than a generic letter, and per-payer success patterns.