Artificial Intelligence is moving from pilot to production faster than most governance programs can keep up. While AI promises automation, decision support, and productivity gains, it also introduces new risks such as opaque model behavior, sensitive data leakage, and complex supply chains. Managing AI risk today means aligning controls across multiple frameworks like ISO 42001, ISO 27001, and NIST AI RMF without duplicating effort or creating audit fatigue.