Everything on AI Metrics

Simple tool adoption metrics are insufficient for measuring AI impact. True value is found by tying AI activity to the Pull Request (PR) level, specifically measuring the percentage of AI-assisted PRs.

Impact: Allows leadership to identify 'power users' and replicate successful AI behaviors across the organization while filtering out low-quality 'AI slop'.

— from The Apex Framework: Measuring AI Impact in Engineering · Dev Interrupted· Apr 07, 2026