Working systems make the argument concrete.
Labs contains public benchmarks, production prototypes, and live experiments. Each project tests an idea against actual insurance work—and shows the controls, limitations, and economics alongside the result.
InsureBench
Evaluates model-plus-harness combinations on insurance work by quality and cost. The practical question is not which model wins overall, but which setup clears the required accuracy bar for each capability at an economical cost.
CA Workers' Comp Pre-Clearance
A broker inquiry becomes a clear, refer, or decline answer with public-data prefill, underwriting rules, documentation requests, provenance, and human review.
Safety Hound
A side-scrolling game that teaches workplace safety through real workers' compensation mechanics, including PPE, hazards, claims, OSHA facts, and experience modification.
Have an insurance task that should be tested or built?
Labs is evidence of the work—not a separate product catalog.