Strategy & Governance
Every part of the business will want AI, but without a shared process, each funds its own pilot. Money is spread thin, platforms are duplicated, risks go unchecked and nobody owns the outcome. A strategy and governance process fixes that. One committee decides which use cases are worth doing, every use case passes the same checks before money is spent, and each one is measured once it is live.
- Improved customer experience
- Increased productivity
- Reduced operational costs
- Better decision-making
- New revenue opportunities
- Reduced business risk
- Improved customer experience
- Increased productivity
- Reduced operational costs
- Better decision-making
- New revenue opportunities
- Reduced business risk
4 → 1: Measure against the baseline set in phase 1
Strategy & use-case discovery
Start from the business outcome — revenue, cost, customer experience, risk — then find where AI could move it.
- Agree the business outcomes and how they are measured today
- Identify and prioritise the AI use cases that move them most
Prioritised use cases, each tied to a target outcome
Design & business case
- Solution designArchitecture and approach
- Cost of executionBuild and run, year by year
- Benefits & ROITangible and intangible
- Business caseProceed · revise · stop
The four phases above as they run: phases 1 to 3 shared, then phase 4 on one of two delivery paths into one live service.
1.Strategy & use-case discovery
The steering committee agrees the business outcomes, then finds where AI could move them.
- Business outcomes and baselines
- Prioritised use-case portfolio
- Target outcome per use case
- Risk and compliance
- Executive sponsorship
- Rough investment estimate: build and run
- Expected benefit and target ROI
Prioritised use cases, each tied to a target outcome and measured today.
2.Financial assessment & solution design
Design the solution with the AI solution advisor, then test whether the outcome is worth what it costs.
- Analyse the business problem
- Recommend the AI approach
- Define the solution architecture
- Identify required technologies
- Cost it and build the business case
- Build and run cost for the design chosen
- Outcome valued; ROI tested against the target
A validated design with costs, ROI and a business case: proceed, revise or stop.
3.Readiness & delivery planning
IterativeCan the organisation deliver and run the solution with what it already has, and how will it deliver it?
- Existing AI and data platforms
- Integration and applications
- Data quality and access
- Security, privacy and governance
- Infrastructure and hosting
- Skills and operating model
- Organisational maturity
- Delivery plan and operating model
- Cost re-evaluated for delivery and run costs
A delivery roadmap with resourcing, partners and a risk plan, and the delivery path it implies.
Can existing, approved capabilities deliver this use case?
Decided from the readiness outcome — for this use case only, not for the whole organisation.
A.Reuse-first
Path AThe capabilities exist, or need light extension.
- 1Pick the approved platforms
- 2Configure or extend
- 3Integrate, validate, deploy
- Lower investment: platforms already paid for
- Added run cost charged to the use case
Solution live on trusted platforms.
B.Build / buy / adopt
Path BSome capabilities are missing.
- 1Decide build, buy or adopt per gap
- 2Lay the foundations
- 3Build, integrate, deploy
- Each gap costed: build, buy or adopt
- Shared foundations funded once, reused later
Solution live; new capabilities owned.
Implementation & Value Realisation
LiveThe solution built, tested and deployed: a live service. Then the work after go-live begins.
- Built
- Tested
- Deployed
- Performance, quality and cost monitoring
- Security, privacy and compliance
- Support and operational ownership
- Business value measurement
- Continuous improvement and lifecycle
Including human oversight, incident handling, model evaluation and change control. Feedback loop to stage 1.
- Actual run cost tracked
A live service, its value measured against the phase 1 baseline and reported.