RECLAIM Legal AI for Foreclosure Interest Fraud Detection — RECLAIM is forensic-grade AI built for foreclosure interest fraud detection. It ingests notes, mortgages, payment histories, judgments, and servicer correspondence — and produces in hours the line-by-line interest reconciliation that would take a specialist 40 to 80 hours by hand. Every finding traces to a source document and a statutory citation. The output is court-ready: drop it into a motion, an objection, or an affirmative claim. Auditable, admissible, defensible — engineered to the standard a courtroom demands.
The harm is systemic. Tens of millions of U.S. mortgages, hundreds of thousands of foreclosures each year, and federal findings documenting servicer accounting errors at staggering scale. RECLAIM is deployed first with consumer-protection counsel and class-action litigators; the same engine extends naturally to student loans, auto finance, credit card billing, and commercial real estate workouts — anywhere complex interest math is applied to parties with asymmetric information. Built by Matchup Labs as an institutional check on a category of financial harm that has gone unchecked for too long.
Role
Legal AI Agentic Systems Data Engineering Stack
Python LLM Agents OCR Document Pipelines 
