Stop Measuring AI Adoption by Who Has Copilot Open
Weekly active users tells you nothing about AI proficiency. A metric-driven framework that works better.
The vanity number
Field notes on leading engineering teams through AI adoption.
What we measured, what we changed and what broke while rolling out AI proficiency across 600+ engineers.
Latest essay
Series
AI Proficiency for Engineering Orgs
Part 1 published. Next: Ownership and accountability. Why “you own every line you ship” and “writing code is the easy part” mattered most in the rollout.
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Engineering is changing fast. This blog is where I write up what works, and what doesn’t, when an engineering org adopts AI for real. Working on something similar? I want to hear how you handle the measurement piece.