Tag: CFO

Content relevant to CFO buyers.

  • How CFOs should evaluate AI programs beyond pilot ROI

    How CFOs should evaluate AI programs beyond pilot ROI

    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.

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  • What a 90-minute AI readiness workshop should decide

    What a 90-minute AI readiness workshop should decide

    The point of a readiness workshop is not to admire pilot activity. It is to decide what needs to be true for production to happen and who owns each part of that path.

    Start with the owner map

    The first decision is who owns the program across business, technology, workforce transition, and governance. If those owners are absent or fragmented, the program is not ready for production scale.

    Name the blocker that really matters

    Most teams present a long list of issues. The workshop should force a single ranking: architecture, adoption, governance, sponsor alignment, or ROI clarity. The next move depends on that ranking.

    Leave with a sequence, not just observations

    A useful workshop ends with a sequence: Diagnose now, contained build next, transition work in parallel, or governance reset before anything else moves.

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