The AI experimentation era is over. In 2026, CFOs are cutting 40% of pilots without hard ROI numbers, and 70% of AI projects never reach production scale. This guide delivers three plug-and-play ROI calculators, a benefit quantification framework, and a 7-gate CFO approval checklist to turn your AI investment into a verified business case.