Almost every development team today has access to AI coding tools, but access alone does not guarantee impact. At a Wisconsin-based healthcare insurance provider, tools like Amazon Q, GitHub Copilot, Cursor, and JetBrains AI were already available, yet usage varied widely across the team. Some developers had begun to integrate them into their workflow, while others used them sparingly or treated them as little more than autocomplete.