A production forensic core for insurance litigation. Bootstrapped, live client deliveries shipped, and a moat that compounds with every engagement.
More adversarial test code than engine code. Every emit surface faces a simulated opposing-counsel cross-examination before it ships.
Two verticals live in production on real Ontario claim files. One engine; insulated branches extend to every regulated line without touching the sealed ones.
Each de-identified engagement feeds anonymized pattern intelligence back into detection. By the fiftieth file, the gap is structural.
The recon pass (from $1,500) converts drawer files into billable legal activity. Many small, high-margin transactions — no concentration risk.
This engine was not born in a lab. It was born inside a brushed-off claim.
Insurers spent 20 years putting every adjuster email on record. The first engine that reads that record wins the file — permanently.
The plaintiff bar turns away most sub-$20k disputes. The recon changes the economics on every file — net-new revenue that did not exist before.
Each engagement adds doctrinal fingerprints and threshold calibration. Bloomberg took 40 years to build its data moat; this one compounds faster, with legal defensibility built in.
Auto and title are proof, not the ceiling. Each new regulated vertical is a configuration on the same engine. The next vertical is margin.
Insurance file mechanics mastered from the outside in, then industrialized — to the standard of work that bears your name.
Bootstrapped to live production before institutional capital. The end state is self-serve: cleared firms run the engine and verify their own findings.