AI Governance Auditing for Security and IT Teams
AI governance auditing distinguishes between a documented policy and a working control. The audit traces one AI output back through the identity that invoked it, the data it reached, the guardrail that applied, and the record retained afterward. Most programs fail because access is ineffective: nobody can say which identities access sensitive data through an AI assistant, let alone prove the limit is held.