CFOs are often asked to support AI programs on the basis of pilot economics alone. That is not enough to judge whether the program can survive contact with real operating complexity.
Ask whether production ownership exists
A financially attractive pilot can still fail if there is no sponsor map across business, technology, workforce transition, and governance.
Check the cost of adoption, not only the tool
Manager time, process redesign, governance work, and operating friction are part of the economic picture. Ignoring them creates false confidence.
Treat AI scale as an operating-model decision
The CFO lens is strongest when it tests whether the organization can absorb the change, not only whether the pilot demonstrated a promising local gain.

