Why operating model and change management together decide whether AI investment in the Finance function pays back.
Global enterprise AI spend will pass $2 trillion in 2026, yet around 95% of AI pilots deliver no measurable P&L impact. The barriers to achieving a measurable impact are not just technological, but structural. For CFOs, the question is not whether to invest in AI but whether the business is structured to convert that investment into results.
Data integration, value capture, capital discipline, governance, and incentivisation are the levers that turn AI investment into measurable returns. The Finance function owns these levers, which puts the CFO in a strong position to drive measurable impact. The risk is treating AI as a procurement decision, when the binding constraints sit in the operating model and in the human layer around it.