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Template · Value and proof

The AI Benefits Register

Keeping realised, absorbed, released and avoided benefit apart, so only value with an accepted record is counted. With an Excel template and worked example.

4 min read
AI Value Managementbenefits realisationgovernancetoolkit

Key takeaways

  • A benefits register tracks each benefit separately, with an owner, the record where it shows up, and an evidence level.
  • The register's main rule is a classification. Released capacity, avoided cost and risk loss avoided are reported, but never added to realised value.
  • It is a proposal, version 0.5, supplied as an Excel template.

The decision this helps make

How much of the value we claim for AI has actually reached the accounts? The ledger records value per workflow. The register lists the benefits themselves, which lets a finance team treat each one the way it would treat any other benefit: by type, owner and booking.

Best for: a finance partner or AI value lead who needs to defend the realised-value figure in a portfolio review or a board pack.

Not for: replacing a corporate benefits-realisation process. Use that if you have one, and use this to see what AI contributes to it.

Benefit types

TypeMeaningCounts as realised?
Realised cost reductionSpend that has fallen, shown in a budget line or forecastYes, if booked and evidenced at E2 or above
Revenue or marginContribution that has appeared in the accountsYes, on the same conditions
Absorbed capacityFreed time that has been turned into something booked, such as fewer contractor hours or more throughputYes, on the same conditions
Released capacityTime freed but not yet turned into anything bookedNo
Avoided costSpend that would have occurred and did notNo: reported separately
Risk loss avoidedExpected loss reducedNo: reported separately and labelled as an estimate

The distinction between released and absorbed capacity does most of the work. Released time is real, but it is spread thinly and does not reduce cost unless someone changes a roster, a budget or a target.

What each row holds

A benefit description, the initiative it belongs to, the benefit type, a named owner, the expected annual value, the measured annual value, the budget line or record where it is booked, an evidence level, and a status. The workbook calculates the variance and whether the benefit counts as realised.

An illustrative register

The figures below are invented and describe no real organisation. They are the benefits behind the sample portfolio in the portfolio review pack. Money is in £ thousands a year.

BenefitTypeExpectedMeasuredBooked inEvidenceCounts as realised
Contract review: outside-counsel spend reducedRealised cost reduction160120Legal outside-counsel budget lineE3120
Contact-centre: agency and overtime hours reducedRealised cost reduction24060Contact-centre agency budget lineE260
Coding assistant: contractor hours reducedAbsorbed capacity10826Engineering contractor spend lineE226
Workforce assistant: self-reported time savedReleased capacity3000Not bookedE10
Customer-service agent pilot: projected containmentAvoided cost900Not bookedE00
Three rows of released time, not yet absorbedReleased capacity0302Not bookedE2 to E30

What the summary shows: £898k expected, £206k realised (23%), and a further £302k of measured but unrealised released time. That is the same £206k realised in the portfolio and in the decision cases. The £302k is a to-do list, not a benefit: each pound needs a named way of becoming booked value, or it should stop being counted as one.

Bars showing 898 thousand pounds of expected benefit, 508 thousand measured and 206 thousand counted as realised, beside the six benefit types and which ones count
The illustrative register above in three numbers. Only benefit with an accepted booking record counts as realised.
Bars showing 898 thousand pounds of expected benefit, 508 thousand measured and 206 thousand counted as realised, beside the six benefit types and which ones count

The illustrative register above in three numbers. Only benefit with an accepted booking record counts as realised.

Using the workbook

The Excel workbook has a Benefits sheet (one row per benefit), a Summary sheet by benefit type, the evidence levels and a version sheet. Input cells are cream and formula cells are locked. Replace the blue illustrative rows.

Limitations

  • The register depends on the booking record being named honestly. A made-up reference counts as realised. Finance should check the booking.
  • It does not allocate a benefit that spans several initiatives. Decide the split before entering it, and enter it once.
  • Attribution is not applied. If part of a measured benefit would have happened anyway, adjust the measured figure, as the ledger does with its attribution and persistence fields.

Status: Proposal, version 0.5. Hub proposals stay below 1.0 until they have survived outside challenge. A proposed operating artefact of this publication, not a standard. Change history: 0.5, 8 October 2026, first release.

Download: AI benefits register, version 0.5, 8 October 2026 (.xlsx). Sample data is invented.

By Ed Epstein, who works at IBM. The postings on this site are my own and don't necessarily represent IBM's positions, strategies or opinions. About and disclosure · Methodology