Audit Events
Every decision can create an event that links transcript custody, policy version, reviewer action, and downstream outcome.
Use audit events for incident review, policy tuning, and measuring where controls reduce avoidable model usage.
Audit logs make it possible to answer what the agent proposed, which policy matched, who reviewed it, and what ultimately happened.