AI adoption does not fail because organizations lack access to tools. It fails because people are not prepared to use them confidently in real work. Training plays a critical role, yet many programs miss the mark. They focus on concepts instead of behavior, platforms instead of workflows, and completion rates instead of outcomes. Training programs