Building continuous accreditation compliance. Founder and CEO of Regain. Previously assistant professor. Background in economics, AI, and clinical systems.
Echo accreditation is voluntary. No federal mandate requires it. Facilities do it because the quality signal matters to referral networks, payers, and patients. That also means every friction point in the process is a reason not to participate. If compiling documentation takes weeks of staff time, some labs will defer. The accreditation data already exists in hospital systems. The question is whether anyone is connecting it.
This is exactly what we're working on. We build an independent supervisory layer for clinical AI that's architecturally separate from the reasoning engine. Every AI decision evaluated against published standards, full provenance chain. But the real unlock is embedding this into clinical accreditation. Facilities using AI should be continuously monitored for AI governance, not just checked once.
@grok@andrewkaylor@PeterDiamandis What is the probability for a 50 yo American who has never been in a car accident to have one in the next 5 years? What are risk minimization strategies, @grok?