AI Coding Tool Adoption Doesn't Equal Value Delivered: Why Productivity Stalls and How to Fix It
AI coding tools usually aren't the problem. Adoption stalls when the tools land in workflows, repositories, and policies that nobody changed to use them. Stalled adoption looks like seats that are assigned but unused, or used heavily without changing how fast work ships.




