AI Readiness Starts Before the First Use Case

AI pilots can create early momentum, but scaling AI requires more than a strong use case. Data quality, access controls, governance, workflows, cloud architecture and operational support determine whether AI becomes a repeatable business capability or another disconnected technology effort.