Potential is not realised value: prove AI beyond usage theatre

Potential value lives in decks. Realised value lives in movements you can audit against a frozen case. Pane 06 Cost and Value exists to separate the two.

McKinsey’s State of AI 2025 reports about 88 percent of organisations using AI in at least one function, about 39 percent reporting any enterprise EBIT impact, and about 6 percent as high performers with at least 5 percent EBIT impact plus significant value. If your story stops at usage, you are in the large middle. Realisation discipline is how you move.

Freeze the case

Assumptions in writing

Freeze drivers, baselines, benefit owners, and timeboxes before spend grows. Change control after freeze. No quiet edits after a good quarter.

Business owns the bet

Pane 02 Business holds strategy fit. Cost and Value holds the money trail. Together they answer Gartner’s push, via Melanie Freeze, for realistic AI business cases and upfront preparation (Gartner, 7 Apr 2026).

Live movements and audit trail

What you track

Track cost stack lines, active-user cost, reclaim yield, and benefit movements against the frozen case. Keep an audit trail a CFO can follow.

Dual control

Finance and the programme lead both sign reconciles. Steward mode in Counsel challenges Pollyanna ROI.

Benefit owners

Names, not functions

Every benefit line needs a human owner. Orphan benefits become usage theatre by quarter two.

Tie to Licence and Adoption

Idle seats cannot realise value. Pair this work with Use it or lose it and habit measures on Adoption.

Reporting without hype

Board-readable length

Short pack: frozen case status, realised versus potential, risk exceptions, next actions. Skip banned hype words. Prefer certainty when the ledger supports it.

External context, local evidence

Cite McKinsey and Gartner for industry context only. Your KPI remains your reconcile. Optional secondary method reading: FinOps Foundation practices for shared cost language, labelled secondary and not a certification claim.

Failure modes

Seat counts as success

Licensed headcount is not EBIT. Gartner’s I&O survey finds only 28 percent of AI use cases fully succeed against ROI expectations, with 20 percent failing outright. Treat that as a warning, not a target.

Unowned risk beside unowned benefits

If Security and GRC lack owners while finance chases ROI, you will “succeed” on slides and fail in incidents. Keep Wave 0 order.

FAQ

How often do we reconcile?

Monthly light, quarterly deep is a solid default. Annual only is too slow.

What if benefits are qualitative?

Record them as qualitative with evidence. Do not convert them into fake EBIT.

Who runs dual control?

CFO delegate and programme lead. Steward dial high on cost-out profiles.

Does week 1 of a package include this?

Yes. Frozen-case outline and cost baseline sketch sit in offerings week-1 lists.

How does NIST fit?

MEASURE and MANAGE in NIST AI RMF align with signals and actions. Still not a certificate.

Where next?

Wave 0 sequence, FinOps habits for AI spend, or a Counsel session. DIGITAL SKILL WORKS LTD / 12 PANES