Most organisations do not lose money on AI because of weak models. Losses occur because investors fail to identify the specific decision that the investment is intended to improve. As a result, many pilots stall, quietly pause, or ultimately cancel. This challenge is increasingly pressing for leaders today. Gartner predicts that over 40% of agentic AI projects will be cancelled by the end of 2027 due to escalating costs, unclear business value, or inadequate risk controls. Li