How do you roll out AI coding tools to a development team?
Start with a pilot group of 5–10 developers, gather feedback over 2–4 weeks, then roll out to the full team with training sessions. Establish team-wide conventions: approved tools, privacy settings, code review requirements for AI-generated code, and which types of tasks AI should vs. shouldn't be used for. Most teams see productivity gains within 2–4 weeks, with the biggest wins in test writing and boilerplate.