Start with workflow pull, not tool push
Frame an AI tool rollout around one painful workflow, one measurable outcome, and one visible adopter group.
The move: make the workflow the hero. A tool-first message says, "AI is available." A workflow-first message says, "Here is the task that gets easier, safer, or faster now." That difference matters because adoption is not a single event. ADKAR says people need awareness, desire, knowledge, ability, and reinforcement. Rogers says adoption spreads when people can see relative advantage, try the change, and observe credible peers getting value. Awareness is not desire Awareness tells people a change exists. Desire answers the personal question: "Why would I change my routine this week?" AI tools often fail here because the promise is…
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