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Benefit realisation plan

Plans how AI benefits will be realised over time - the benefits register, each benefit's profile by period, the enabling changes and decisions as milestones, measurement points, owners, review cadence, tolerances and closure rules - so value is tracked to closure rather than declared at launch. Use when a case is approved, when benefits have no dates or tracking, or when a portfolio needs one register and review rhythm.

Department
Value Realisation
Lifecycle
Mobilise, Deliver, Launch, Measure, Improve
Maturity
adopter, builder, scaler, ai-enterprise
Risk tiers
0, 1, 2, 3, 4
Platforms
platform-neutral
Editions
starter, scale, enterprise
Reviewers
none
Status
draft
Copilot Cowork
Value Realisation plugin for Copilot Cowork, or this skill on its own: Download SKILL.md
Licence
CC BY 4.0, by Simon Foote

Purpose

Approving a case is a promise; the realisation plan is how the organisation keeps it. This skill sets up the benefits register and the plan around it: when each benefit should appear and grow, which enabling changes and decisions must happen first, when each benefit is measured, who reviews it, what tolerance triggers action, and when a benefit is closed or handed to business as usual. It goes wrong when benefits are declared at launch and never tracked, when the plan schedules technology milestones but not the business changes that create value, and when the register becomes a spreadsheet nobody opens between annual reports.

When to use

When not to use

Questions to ask first

  1. Which approved case or cases does the plan cover, and which benefits did they commit to?
  2. Which business changes and decisions, beyond the technology, must happen before each benefit can appear?
  3. When should each benefit first be visible, and when should it reach full level?
  4. Which forum will review benefits, how often, and what can it decide?
  5. What tolerance on each benefit should trigger escalation rather than a note?

Required inputs

Where an input is missing, the benefit enters the register with its status set to "not ready" and the missing item marked [To confirm] with a role and date. A benefit is not reported as on track until it has an owner, a baseline and a measurement point.

Decision framework

Each benefit in the register carries these elements before the plan is approved.

ElementContent
ProfileExpected level by period from first appearance to full level, as a range
EnablersBusiness changes and decisions (process change, redeployment, retirement of old tools, knowledge clean-up) with owners and dates
Measurement pointsWhen and how the benefit is measured, using the agreed method and baseline
ReviewThe forum and frequency at which the benefit is reviewed
ToleranceThe variance that triggers escalation, agreed with the owner
ClosureWhen the benefit is closed, handed to business as usual or retired
StatusMeaningAction
Not readyMissing owner, baseline or measurement pointComplete before launch
On trackWithin tolerance of the profile at the last measurementContinue
At riskOutside tolerance, or an enabler is lateOwner presents recovery actions at the next review
Off trackOutside tolerance with no agreed recoveryEscalate to sponsor; re-profile or retire
RealisedFull level reached and sustained over agreed periodsClose or hand to business as usual
RetiredNo longer expected, with reason recordedRemove from totals, keep the record

Practitioner approach

Build the register first, and make it the single source of truth. One row per benefit, with the statement, type, class, owner, baseline, target range, profile, status and confidence. Use the benefits-register template and keep it somewhere the organisation already works, with clear edit rights. Every report, dashboard and review reads from it; nothing keeps its own copy.

Plan the business changes, not just the technology. For each benefit, take the dependency map and turn every enabler into a milestone with an owner and date: the old template withdrawn, the review step redesigned, the decision on how released capacity is used, the knowledge source cleaned. These are the milestones that create value, and they are the ones technology-led plans leave out. Where an enabler belongs in the programme roadmap, link to it rather than duplicating it.

Profile each benefit realistically. AI benefits usually ramp with adoption and often dip at first while people learn and verify. Draw the expected curve by period as a range, starting when the enablers and adoption make it possible, not on go-live day. A realistic profile prevents early panic and late surprise.

Set measurement points from the profile. Measure when a change is expected, not on an arbitrary calendar. Schedule the assumption tests from the ROI model early, because finding out in month two that an adoption assumption was wrong is far cheaper than finding out at the post-implementation review.

Agree tolerances and the review rhythm with owners. A benefit slightly behind profile in a noisy measure needs a note, not an escalation; a benefit well outside tolerance needs recovery actions. Put benefits on the agenda of the forum that can act, usually the value review, and make owners present their own benefits, supported by the Benefits Realisation Lead.

Plan closure as carefully as start. Benefits should not stay open forever. Define when a benefit counts as realised, usually full level sustained over an agreed number of periods, and who then tracks it as business as usual. Retire benefits that will not appear, record why, and remove them from totals openly.

Finally, set the date of the post-implementation review in the plan at the point benefits should be visible, and give the plan to the sponsor as a one-page timeline of benefits, enablers and reviews.

Outputs

Microsoft platform considerations

The register can be kept in a Microsoft list, a Dataverse table or a governed spreadsheet in SharePoint; choose what the organisation already supports and can secure. Where Power Platform is used for reminders or approvals around reviews, follow the organisation's environment and data policy. Check references/sources.md for current capabilities.

Adoption considerations

Most enabler milestones involve people changing how they work. Align the benefit profile with the adoption plan and reinforcement activity, and share at-risk benefits with the adoption lead early.

Knowledge considerations

For benefits relying on grounded agents, include knowledge clean-up and ongoing review as enabler milestones with the knowledge owner named, because knowledge decay quietly erodes realised benefits.

Security and privacy considerations

The register holds team-level and financial information, not individual data. Restrict editing to owners and the Benefits Realisation Lead, and keep supporting evidence with its source owner.

Responsible AI considerations

Where benefits come from solutions that inform decisions about people, include the planned review of human oversight as a milestone so that pressure to realise benefits does not erode safeguards.

Evaluation requirements

Schedule quality measurement points beside benefit measurement points for any benefit with a quality guard, and align them with the solution's re-evaluation schedule.

Value measures

Success is the share of registered benefits with a complete plan before launch, the share reviewed at each scheduled point, and the share closed as realised or retired with a record, tracked by the Benefits Realisation Lead.

Scale notes

Starter

A simple register of a handful of benefits, two or three enabler milestones each, measurement twice a year and one review at the point benefits should be visible.

Scale

A full register with profiles, tolerances and statuses, quarterly benefit reviews in the value review, and enablers linked to the programme roadmap.

Enterprise

A portfolio register with business-unit registers rolling up, shared status and tolerance rules, register data feeding the value dashboard, and annual reconciliation with finance.

Hand-offs

Reviewer gates

Not applicable, because the realisation plan schedules and tracks benefits rather than releasing a solution. The sponsor approves the plan and resolves escalations at the value review.

Failure modes

Sources

references/sources.md in this skill lists the source records behind this skill, what each is authoritative for, how volatile it is and what you may do with it. Product availability, licensing, limits and preview status change often, so check the current source before stating them, and cite what you used.

Never

Source records for this skill

Microsoft Copilot adoption resources

ISO/IEC 42001 AI management system

NIST AI Risk Management Framework

Credit

This skill was created by Simon Foote as part of CopilotForge, licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). Credit the author when you share or adapt it.