The Engineering Manager’s Playbook for Rolling Out AI Coding Tools
Towards AI
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Generative AI
AI Tools
Whether your org uses Claude Code, GitHub Copilot, Cursor, ChatGPT Codex, or all of the above - these are the five principles that determine whether the rollout compounds or collapses. “My devs are already using it. Some on personal plans, some sharing API keys, a few on the free tier. I have no visibility, no governance, no plan. What do I actually need to put in place?” That message lands in engineering Slack/Teams channels and 1:1s every week right now.