Benefit definition
What counts as a benefit, who books it and where it lands in the P&L — agreed with finance before launch.
All services
Adoption & Value
ROI & Value Realisation
One number, agreed with finance, tracked every month.
- Monthly
- Realised value reporting
- Finance-signed
- Benefit definitions
- Case vs actual
- Variance tracked per use case
The problem we solve
Most AI benefit reporting is a slide, not a ledger. We define benefits with finance up front, instrument the measurement, and report realised value monthly against the original case — including where it fell short.
What the work includes
Baseline capture
Pre-launch measurement so improvement is provable rather than asserted.
Measurement instrumentation
Telemetry, control groups and finance data joined into one benefit ledger.
Portfolio reporting
Value per use case, cost to run, and net contribution reviewed on a fixed cadence.
Reinvestment decisions
Clear recommendations to scale, sustain or stop each use case based on realised numbers.
How the engagement runs
A sequence you can plan a quarter around.
- 01
Define
Benefit taxonomy, ownership and measurement approach agreed with finance.
- 02
Instrument
Baselines captured and telemetry joined to financial data.
- 03
Report
Monthly reporting cadence and quarterly portfolio review.
Common questions
Before you commit.
- What about benefits that are not cash?
- We track them separately — capacity, quality and risk reduction are reported honestly, never converted into fake savings.
- What if a use case underperforms?
- You find out in month two rather than year two, and we recommend reshaping or stopping it.
Related practices
Enablement & Training
Role-based curricula, champion networks and adoption measurement that move teams from curiosity to daily discipline.
ViewChange Management
Process redesign, role impact mapping and workforce transition planning for the humans on the other side of automation.
ViewExecutive & Board Briefings
Board education, scenario sessions and decision support for leaders who must approve AI investment and risk.
ViewTalk through roi & value realisation.
A 45-minute briefing with the people who would run the work — scope, timeline and a straight answer on whether it is the right next step.