I Tracked My AI Usage for Weeks — Here’s Where It Actually Pays Off

Most teams measure AI output - but the real ROI comes from iteration speed, validation cost, and decision quality Measuring AI ROI requires looking beyond output - toward iteration speed, validation effort, and decision quality. Over the past few weeks, I realized something uncomfortable: some of my “AI productivity gains” weren’t real - they just looked like it. As AI tools rapidly move from experimentation to daily workflow, this gap between perceived and actual productivity is becoming harder to ignore.