Labs
Working systems make the argument concrete.
Labs collects working prototypes and experiments. Each project tests an idea against insurance work—and shows the controls, limitations, and economics alongside the result.
Production prototype
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.
What this demonstrates: auditable automation, data provenance, broker communication, and underwriting judgment in one operating loop.
Read the case study
Live experiment
Safety Hound
A side-scrolling game that teaches workplace safety through real workers' compensation mechanics, including PPE, hazards, claims, OSHA facts, and experience modification.
What this demonstrates: translating technical insurance concepts into an accessible, engaging training experience.
Play the experiment
Looking for model and harness comparisons? Explore InsureBench
Have an insurance task that should be tested or built?
Labs is evidence of the work—not a separate product catalog.