Teams add AI tools without setting output baselines first. Track time saved on reports or emails, then tie those hours directly to revenue or project completion rates. If review and fixes eat half the gains, the net ROI stays flat. Test one workflow for a month before expanding. What single metric shows whether your AI setup actually lifts productivity?