For years, security programs have relied on point-in-time snapshots to prove control effectiveness. They’ll run a quarterly audit here, a monthly scan there.

Agentic AI rarely crashes; it quietly changes its behavior, and if you’re not measuring that drift, you won’t see trouble coming.