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Debitos

Built at Meta Global AI Developer Hackathon · Oct 26, 2026 · Remote

Debitos — Demo video

Débitos is an AI-assisted tool for managing healthcare billing deductions—the amounts a payer disputes or withholds from a provider’s invoice. Built from my experience in a clinic’s billing deductions department, it helps organize cases, locate supporting evidence, and coordinate follow-up across teams. The application checks document amounts, tracks cases without double-counting, and proposes referrals for each invoice line. Deterministic rules handle familiar reasons, while Muse Spark helps interpret unresolved wording. A person reviews each proposal before tasks are created. Departments respond with supporting evidence, and the deductions team verifies their responses. Email drafts support manual communication. The project builds on an earlier internal tool, with the AI-assisted workflow developed for this hackathon. The demo uses fictional data. Medical assessments and final administrative decisions remain with people.

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