Machinify started with a broad promise to turn enterprise data into decisions. A decade later, it is making a narrower, harder wager: teach machines the rules of American healthcare, then catch costly claims errors before the money leaves the building.

Before he audited healthcare claims, Stephen Carrabba built a better laboratory bench. His career has followed the same stubborn instinct ever since: take the system apart, find the costly flaw, and make the fix usable.
ClaimInformatics wants self-funded employers to stop trusting the dashboard and inspect the bill. Its pitch is simple: review every claim, document every decision, and pay the referee for the work - not for how much it denies.