Healthcare has moved beyond the first AI governance question — whether a system is safe enough to deploy. The emerging executive requirement is to demonstrate that AI remains safe, controlled, and economically valuable after deployment

Revenue cycle, prior authorization, claims, and denials are becoming the first proving ground for agentic AI. The opportunity is measurable. The risk is governable only if leaders redesign the workflow before scaling autonomy.