AI pilot metric cards
Recall metric patterns that distinguish AI adoption from tool activity.
Metric quality Which pilot metric proves adoption better? Usage metrics need a workflow and quality context to mean anything. Kirkpatrick What four levels should you remember when evaluating AI enablement? Reaction, learning, behavior, and results. Do not stop at reaction if the goal is adoption. Objection We cannot measure impact yet, so let's just report active users. Use when the pilot is early but stakeholders need a better signal. Your line Active users is fine as a health metric. For adoption, let's add one behavior metric and one quality metric for the target workflow. Do not reject all early metrics.…
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