What a Real HIPAA Audit Actually Looks Like for Healthcare AI

An auditor sits across from you with a single page of questions. They are not interested in your model architecture, your prompt engineering, or your evaluation harness. They want to know one thing: when your AI agent answered a clinician's question last Tuesday, what data did it see, who authorized that access, and can you prove it. This is the moment most clinical AI systems quietly fail. Not because the team did not care about compliance — they did — but because the system was architected to