# Clearbite

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [Aaron Jeffrey Cabantugan](https://cerebralvalley.ai/u/aaroncabantugan)
- **GitHub:** https://github.com/aaron202010/clearbite
- **Demo video:** https://www.youtube.com/watch?v=8U-u_e6wRPI
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/310

Clearbite catches the rule a dental claim would fail on, before it is filed.

A dentist talks while working. Clearbite turns the words into a dental chart and checks it against the payer's own rules, each rule cited to its source (a PhilHealth circular, a Washington WAC section). If a required service is missing, like fluoride varnish at a PhilHealth visit, it blocks the claim and says why. A tooth over the yearly sealant limit comes off the claim. Only then, with the dentist's tap, an agent files it on the portal, and the app reads every field back from the portal to check the agent's work. The rules engine decides, not the model. Each payer's rules live in a file, not in the code; adding Washington took one rules file plus five generic rule kinds the engine now reads.

Why it matters: claims fail on rules the dentist can't keep in their head. PhilHealth covers 113.86 million Filipinos, but only 1,482 dentists are accredited to claim its benefits, about 1 in 19 of the country's 28,154 dentists (our math across PhilHealth's Stats and Charts 2025 and WHO's 2020 count).

What is real: the film's filing is a replay of a recorded live run on a local sample portal, not PhilHealth's site. The voice is the founder reading a dentist's dictation. Sample data only. Five timed live runs: four filed every field right, and the read back caught the fifth. 173 tests pass.

Live demo: https://claim.aaroncabantugan.com (record your own visit, or play a saved one).

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/310. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt