CFO frame
One view of the build your Head of AI owns, read for the question on your desk: which AI spend produced production behavior that holds, and which is unproven spend. Spend tied to outcome, per use case.
Replace the deck with a sourced model.
Every claim in the report traces back to source evidence, ownership, and the workflow decision it supports.
Spend on the working or the unproven side of the line.
Modeled, not realized. 95% stated, ~90% measured, never an audited fact. The denominator is sourced, not asserted.
Three questions, on a sourced denominator, not anecdote.
Which AI spend is producing value?
Value attributed 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 plans 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 apart.
The build, with the trust layer wired in.
AI Audit
Spend, utilization, unproven AI spend, and one consolidation recommendation in front of you as the cleanest entry point.
AI Transformation
The value levers tied to a cost per outcome denominator, per use case.
AI Governance
The continuous evidence layer that keeps audit cost off the income statement next year.
AI Fluency
Compound the per role license investment by upgrading the operator behind it.
A model the team can pressure test offline.
CFOs do not need another dashboard. They need a model with a denominator the auditor will sign off on.
We build it, and we check that it holds.
One view of every AI system you run, rendered into the frame each leader owns. The CFO reads spend to outcome; the Head of AI owns the full build; the audit runs at arm's length when you need it.
Direct answers.
Per use case, against a unit economic you already track, so every dollar lands on the working or the unproven side of the line.
One builder, across the board.
We take your AI from strategy to outcome, with governance, audit, and evals built into every build. Start with a discovery call, or a quick audit.