AI value is not created by the model or the pilot, but by the system that turns usage into a measured dividend. Discover how to move from use cases to performance, using cost per completed task as the yardstick and the mandate test as the gate before any delegation. ROI is then governed like a control tower: see usage, count it, weigh it and take accountability for it. The takeaway: as long as usage escapes your radar, the dividend escapes your books.