Sort Adoption Barriers by ADKAR
Classify AI adoption symptoms into ADKAR barriers so interventions match the real problem.
Place each AI adoption symptom in the ADKAR barrier it most likely represents. Awareness Desire Knowledge Ability Reinforcement Analysts do not know which customer data is allowed in the approved AI tool Managers still request the old manual report even after the AI-assisted version passes review A team says the tool exists but cannot explain why the workflow is changing now Experienced reps believe AI will make them look generic in front of clients Users attended training but cannot produce a usable first draft without coaching People tried AI once, got weak output, and never received examples of better prompts…
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