Rebuttal
Built at The Persistent Context Sprint Hackathon | Live at MongoDB .Local Build Fest · Aug 13, 2026 · San Francisco, CA
Rebuttal is memory for insurance appeals. Insurers deny ~20% of in-network claims; under 1% are appealed; 43–67% of appeals win. Patients start from zero. We load 42,710 California DMHC IMR decisions into MongoDB Atlas. Paste a denial letter; Vector Search finds similar cases; aggregation ranks arguments by overturn rate. Record a loss and that strategy is excluded, so the next draft is different. Same letter, different ranking, because Atlas stored the outcome. Public DMHC data, unmodified. Not legal advice.
