Measuring Your AI Productivity — Tokens, Time, and Quality
“I feel faster with AI” is not a measurement. It is a feeling. And feelings can be wrong. Some developers report feeling more productive while actually spending more time — because the back-and-forth with AI feels like progress even when it takes longer than writing the code directly. Others underestimate their gains because they do not track the time AI saves on tasks they used to do manually. This article gives you a framework for measuring AI coding productivity with real data. You will learn what to track, how to track it, and how to calculate whether your AI tools are actually paying off. ...