Fewer Than 1% of Denied Insurance Claims Get Appealed, and a Third to Half of Appeals Win. Build the AI Rig That Turns Your Denial and Tax Pile Into Cited Packets — It Drafts, Never Sends.
Watch now | Anywhere you have sensitive, unorganized documents and a decision that matters, this pattern works: structure the pile, cite everything, export a reviewable packet, stop before sending.

TL;DR
- Consumers appeal less than 1% of denied in-network insurance claims, but win a substantial portion of these appeals (up to half with external review).
- Many denials persist not due to insurer correctness, but due to low consumer appeal rates, exacerbated by automated insurer processes.
- The proposed solution is a reusable AI "rig" designed to handle unstructured, sensitive documents, starting with insurance appeals and tax preparation.
- The rig follows a standardized nine-stage process for each task, focusing on drafting and organizing without sending, filing, or submitting.
- Building this rig incrementally makes subsequent applications cheaper and faster, as components become sharper with use.
- The AI agent's role is strictly to draft and organize, never to send, file, pay, or sign, creating a safe boundary for handling sensitive financial and health information.