AI transformation succeeds when organizations change how work is performed, not merely when they deploy new AI technology. The strongest programs connect AI initiatives to measurable business objectives while addressing workforce readiness, process redesign, leadership alignment, governance, skills, and adoption.

AI transformation succeeds when governance guides decisions from initiation to retirement. The PMO must implement intake gates with evidence-based readiness, so leadership funds the right use cases.