Suppose your manager asks you next week to demonstrate that the AI coding tools your company signed up for are worth the subscription cost. Would you measure lines of code generated, or tickets closed? Or would you send out a survey asking whether developers feel more productive? Each of those approaches is flawed in a different way; the sections below explain why.