#champion activation

5 articles

Why AI rollouts stall: Checklist

Why AI rollouts stall even when usage looks high, and how to spot shallow adoption, workflow gaps, and hidden blockers before they spread.

Re measure AI adoption with a practical audit checklist that shows real workflow change, not self-reported usage, and what to fix next.

What leaders need to see is evidence of workflow change, output quality, and manager support, not licence counts or survey scores.

Team AI maturity tiers show where adoption is real, where it is shallow, and which teams need intervention. Measure it with evidence, not surveys.

An AI adoption action plan turns tool access into workflow change, showing where teams stall and what interventions move adoption forward.