Pheonix
Built at The Harness Engineering & Model Wrangling Hackathon · Sep 26, 2026 · New York, NY

ClaimMemory Public adjusters and disaster-claim policyholders fight insurers over months, across hundreds of documents, with no reliable memory of what was true when. What it does: Remembers correctly over time. Every fact from a claim is stored with when it took effect and what superseded it, so any past insurer decision can be replayed against exactly what was in the file that day, including documents that existed but were never cited. Reacts on its own. A new document triggers an automatic re-check against the claim's full history, with no one asking. Improves itself, provably. When it misses a known error on a labeled claim, it proposes a new check, re-runs, and keeps the check only if a measured score improves with no regressions elsewhere.