#ai adoption

27 articles

Artifact checks for AI use - proving adoption with evidence

Artifact checks for AI use show real adoption through evidence, not surveys. See which files, diffs, and notes prove workflow change.

Why AI rollout not sticking after launch? Task decomposition shows where work stays bundled, and how to turn licences into real workflow change.

Identify AI champions with interview data, not surveys. Spot real workflow change, surface hidden peers, and turn adoption evidence into action.