AI Strategy Development for UK SMEs

In short

An AI strategy is not a slide deck. It is a written document scoring your readiness, ranking your use cases, sequencing the work, modelling the ROI and naming the governance you will need. Wingenious produces this as the Leadership Discovery and Roadmap deliverable. A working session of two to four hours with your leadership team, then the written proposal and roadmap within a week. Signed by Gary.

If you want a deeper, single-use-case feasibility model alongside the strategy, that work is included within the same Leadership Discovery and Roadmap engagement.

Why most SME AI strategies fail

Three patterns repeat across the SMEs that come to Wingenious holding a previous consultancy’s strategy:

1. Generic by design. A strategy that could apply to any SME applies to no SME. The use cases are named but not scoped, the vendors are listed but not chosen, the ROI is gestured at but not modelled. Nothing in the document survives contact with your actual stack.
2. Aspirational, not buildable. Strategy decks that read like a TED talk. No timeline. No price. No named first build. Gary calls these “wallpaper strategies”: they decorate the boardroom and nothing else.
3. Already out of date. Strategies written before the recent jump in Claude and ChatGPT capability quietly assume AI cannot do what it can now do. The cost models are wrong by 10x. The build estimates are wrong by 3 months. The use cases that mattered in 2023 are not the ones that matter in 2026.

The Wingenious strategy is the opposite shape. Specific to your business. Buildable in named steps. Priced in 2026 cost terms. Read it and you know what to do next week.

What lands in the document

Leadership Discovery is a working session of two to four hours with your leadership team, followed within a week by a written proposal and roadmap you can read in one sitting and act on straight away. The structure is fixed so every engagement is comparable across SMEs:

1. Readiness Index. Your business scored 1 to 100 across five dimensions: Strategy, Data, People, Process, Tools. Each dimension is scored 1 to 20 against documented standards, not vibes. The report explains every point so you can argue with it.
2. Five ranked use cases. Each one scored by effort to build, impact on the P&L, and risk to your operations. Sorted so the top-ranked use case is your obvious first build.
3. 90-day roadmap. What to do in the first 30 days, the second 30 days, the third 30 days. Specific named workflows, not generic phases.
4. Governance framework. Controls, approvals, sign-off authority, audit trail. UK GDPR-aligned, ICO-aligned, with sector overlays where you need them.
5. Vendor recommendations. Which models (Claude vs ChatGPT vs open-source), which workflow approach (Make.com orchestration vs bespoke code via Claude), which integration approach (API vs ETL vs middleware) for your specific stack. Reasoned, not generic.
6. Investment plan. Cost per use case with a 12-month ROI projection. Funded-route check (Made Smarter, Welsh Government, Help to Grow, R&D Tax Relief) where applicable.

No filler. No padding. No deck.

How Leadership Discovery runs

A short process with a light time commitment from your side:

• Before the session. A short questionnaire and a look at how the business runs. The free one-hour call with Gary comes before this, so scope is already agreed.
• The session. A working session of two to four hours with your leadership team, at your site anywhere in the UK or remotely. Typically the owner or MD plus heads of operations, sales and finance, four to six people in all.
• The roadmap. Within a week you receive the written proposal and roadmap (the stages that make sense, in order, what each delivers and what it needs from your team), a clear list of what not to do yet, and a recorded readout to share with colleagues.

Leadership Discovery is the first paid stage. Prices are not published, and there is no commitment to later stages: each is bought on its own.

What happens after the strategy

Two credible paths, you pick:

1. Run it yourself. The document is built to be actionable without further Wingenious involvement. Hand it to your in-house team or an existing technology partner.
2. Move straight to production. Take the top-ranked use case into the build stage, priced against the value and scope of what is being built. Some automations land in a few hours of senior time; larger workflows or applications run four to six weeks. Pricing is value-led, not calendar-led.

Wingenious does not lock you into any next step. Leadership Discovery stands on its own, full stop.

Related capabilities

AI readiness assessment · AI use case identification · AI governance models · AI ROI calculation · AI business case

Sectors where strategy work matters most: law firms, accountants, manufacturing.