Stop trying to prove cost savings. Start proving velocity. Your AI pilot improved decision speed by 40%. It made customer service responses more accurate. It helped engineers find bugs faster. But when finance asked for the ROI, you could not point to headcount reductions or dollars saved. So finance said the pilot was "nice to have but not essential." And now you are trying to retrofit a cost-savings narrative onto benefits that were never about cost. That is backward. AI does not save money...