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AI-TOOL-ROLLOUT5 MIN READ

Run three loops: adoption, capability, value

Distinguish adoption, capability, and value measures in an AI rollout dashboard.

A rollout dashboard has high activation, but leaders need to know whether adoption is real. The three rollout loops Adoption loop Are people trying the workflow? Activation, repeat use, cohort reach Capability loop Can they do it safely? Practice pass, quality review, support resolution Value loop Did the work improve? Cycle time, rework, decision speed, customer outcome Reinforcement loop Will it stick after launch week? Manager routine, champion cadence, sustained use Trial and reach Ability and guardrails Business result Sustainment

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