ai adoption measurement and reporting

2 articles

Where to invest in AI enablement when adoption is shallow

Where to invest in AI enablement when adoption is shallow: Use interview-backed data to fund workshops, champions, and workflow change that sticks.

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