Live demo · Healthcare RCM
Claim Denial Triage
Mask PHI, classify a denial and draft the appeal — step by step.
The project's own demo page, embedded below. Its default in-browser mode runs a JavaScript port of the masking, CARC rule engine and letter template, so nothing leaves your browser.
Playground
Try it yourself.
Synthetic data only — please don't enter real patient, claim or personal details.
About this demo
What it does and how it runs.
A healthcare revenue-cycle service that receives an insurance claim denial, masks patient details, classifies the denial code and drafts an appeal letter, with a full audit trail.
- Python
- FastAPI
- SQLite
- JavaScript
Things to try
- Pick a sample denial and press “Triage this denial”.
- Compare the raw payload with the masked record the AI provider would see.
In the full project (not in this demo)
- The full FastAPI service (API keys, SQLite storage, append-only audit table, optional LLM drafting) runs on a server, not in this page.
Source code, tests and setup instructions: github.com/Santo250499/claim-denial-triage. This is an open-source portfolio project with synthetic data, not a client system.
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Want a tool like this for your team?
We build automations like these around your own systems. Tell us what you'd like to automate and we'll reply by email.