Before AI ROI: Understanding the Business Rationale

Before CFOs evaluate the ROI of an AI initiative, many begin by clarifying why the organization is pursuing AI in the first place.

What outcome is expected? What use case is being pursued? Why is this investment being considered now? Who benefits? Who is affected? How will success or failure be measured? And what assumptions may need to hold true for the initiative to create value?

This private round table will give CFOs a peer-level forum to discuss how they are approaching these questions inside their organizations — before the ROI conversation begins.

The objective is not to reach consensus, but to compare perspectives, questions, and approaches that finance leaders are using within their own organizations.

The Discussion Before the ROI Discussion

AI initiatives are often introduced through technology excitement, board pressure, CEO priorities, competitive concerns, vendor promises, or employee experimentation.

Before finance leaders evaluate ROI, understanding the underlying business rationale can help frame the discussion.

These questions are intended to encourage discussion rather than suggest a single approach or answer.

• 1What business outcome is expected?
• 2What specific use case is being pursued?
• 3Why is this investment being considered now?
• 4Is there a common baseline understanding of AI across the organization?
• 5What maturity model or implementation journey is the organization using?
• 6Which stakeholders benefit from the initiative?
• 7Which stakeholders are affected, and how?
• 8What behaviors, workflows, or processes need to change?
• 9How will the organization know if the initiative is working?
• 10How will the organization know if it is not working?
• 11What would have to be true for the investment to create value?
• 12What are the potential upside opportunities and downside risks of this investment?
• 13How should the CFO evaluate assumptions before capital, resources, or executive attention are committed?

These questions are intended to encourage thoughtful discussion before organizations commit significant capital, talent, or operating changes. They focus attention on the business rationale, the stakeholders affected, the organizational readiness required, and the conditions that may influence success.

Many CFOs are being asked to evaluate AI initiatives before the business case is fully developed.

The CFO's role is not to slow AI down. It is to bring financial discipline, sharper questions, and enterprise-level judgment to the decision.

Many organizations evaluate AI initiatives with the same discipline applied to other significant capital or operating investments. They are not treated as informal experiments simply because they are labeled as pilots or proofs of concept.

CFOs are also uniquely positioned to see AI spend across the enterprise. Individual initiatives may look reasonable in isolation, but the aggregate investment in tools, tokens, training, workflow redesign, governance, and adoption can become significant quickly.

This encourages CFOs to evaluate AI initiatives both individually and as part of a broader portfolio of enterprise AI investment.

This session is intended to support a candid, peer-level discussion. The session may be recorded solely to assist in preparing a non-attributed summary of discussion themes. Recordings will not be distributed. Participants should avoid sharing confidential company information or other sensitive information during the discussion.

Disclaimer

This round table is for educational and discussion purposes only. The session does not provide legal, accounting, tax, cybersecurity, regulatory, or investment advice. Any materials or comments shared are intended to support executive-level discussion and should not be relied upon as a substitute for advice from qualified professional advisors. Participants remain responsible for their own business decisions, vendor evaluations, and governance practices.