
AI Coding Tools: How to Govern Developer Productivity
AI coding tools have moved from novelty to necessity on most development teams. GitHub Copilot, Cursor, Amazon CodeWhisperer, and a growing list of competitors now sit inside the editors of developers at companies of every size. The promise is real: faster code completion, fewer boilerplate hours, and more time for the work that actually requires human judgment. But for startups and SMBs, the question of AI coding tools developer productivity is only half the story.






