Diagnose the adoption blocker before prescribing training
Use ADKAR to diagnose the real reason an AI workflow is not being adopted.
Low usage is a symptom. ADKAR helps you diagnose the cause. Awareness and desire come before instructions If employees do not believe the AI workflow solves a real problem, more how-to training will not move them. First show the business reason and the personal benefit. In AI change, this often means naming the task that gets easier and the judgment that remains theirs. Knowledge is not the same as ability A person can know the approved prompt and still fail in the live workflow. Ability includes access, timing, exception handling, manager support, and confidence under pressure. For AI, ability also…
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