Solution

CFO frame

The CFO read on the same operating view: which AI investments produce measurable operating value, and which are unproven AI spend. Spend tied to outcome, per use case, attested every quarter.

The CFO read: spend to outcome.

For CFOs, this is one frame on the operating view your Head of AI owns. It renders that view into the question on your desk: which AI investments produce measurable operating value, and which are unproven AI spend.

What you walk in asking.

The Head of AI owns the read. This is the spend-to-outcome frame that read has to answer, on a sourced denominator, not anecdote.

Which AI spend is producing value?

Most teams cannot tie AI investment to benefit at the use-case level. We attribute value per use case against a unit economic you already track, so every dollar lands on the working or the unproven side of the line.

What is unproven AI spend I can rationalize this quarter?

Unused seats, dormant trials, and individual subscriptions that should be enterprise. A ranked consolidation list with annual savings, board-readable.

What is the AI spend buying next year?

Value brought from optimizing what is deployed, and value unlocked from workflows that did not exist before. Both halves on one model, reported separately.

What we do for the CFO.

Four operating lenses on one trace pipeline. The CFO frame reads spend against outcome on the same evidence as the rest of the read.

AI Audit

Two-week deliverable. Spend, utilization, unproven AI spend, and one consolidation recommendation in front of the CFO in days, not a quarter.

AI Transformation

Capture-side workstream. The value levers tied to a cost-per-outcome denominator per use case.

AI Governance

Risk-side workstream. The continuous-evidence layer that keeps audit cost off the income statement next year.

AI Fluency

Workforce-side workstream. Compound the per-role license investment by upgrading the operator behind it.

The CFO model, sourced.

Spend by tool. Utilization. Cost per outcome. Unproven AI spend named. The board-readable consolidation list, attested.

Replace the deck with a model.

CFOs do not need another dashboard. They need a model the team can pressure-test offline, with a denominator the auditor will sign off on. The Audit produces the first version in two weeks, and deployed is not the same as working until the number proves it.

  • Value attributed per use case against a unit economic you track
  • Right-sized plans per role, with consolidation candidates ranked
  • Unproven AI spend named, with annual savings attached
  • Value brought and value unlocked reported separately, reviewed quarterly

Same view. Three frames.

Route by the board question.

Lead with Strategy, Transformation, Fluency, or Quick Audit. The same operating read serves each frame.

Related links and sources

Related links and sources

Source-linkedEvery recommendation traces back to workflow evidence, owners, and the decision it supports.
Board-readableThe output is written as an operating read, not a raw telemetry dump.
One readRoute into Strategy, Transformation, Fluency, Governance, or Quick Audit from the same evidence base.