Why do mid-sized firms stall after the AI pilot?
Mid-sized firms use AI tools, but use hasn't become change. What NatWest calls the conversion gap, and four steps to close it.


Strategy
The Budget on 28 October 2026 puts the government's AI package at over £700m, and most of it goes on AI security and government-led programmes. The part aimed most directly at smaller firms is a £30m pilot of local AI partnerships, starting with West Yorkshire, South Yorkshire, and York and North Yorkshire, to help small businesses grow, build skills and improve local services.
No other areas have been named, and no application route or eligibility rules have been published. For most SMEs, the useful step now is to decide which one process AI should take on first, so you're ready whether or not local support reaches you.
The Treasury set out the Chancellor's AI plans on 24 October 2026, and he confirmed them in a written statement to Parliament on 26 October. techUK, quoted in that announcement, called it "a strong £600m+ package". The Budget on 28 October went further. The Budget document says the government "has invested over £700 million" in AI at this Budget, and the Treasury's Budget summary describes it as "investing £700 million". Neither breaks that total down line by line, so we quote it rather than add it up. It includes measures that weren't in the October announcement.
Most of the money is about security. The Budget document sets aside around £500m for what it calls the secure foundations for an AI-enabled economy. That includes an additional £120m for the AI Security Institute, £165m for a National AI Biosecurity Initiative, £60m for a National Cyber Shield with a £25m challenge fund, £70m for a centre to find cyber vulnerabilities across critical infrastructure and the economy, £24m to harden public-sector technology and, new in the Budget, £40m for a National Agentic Security Unit to respond to rogue AI agents.
A second group backs UK AI companies, research and public services. The Sovereign AI Unit gets an additional £140m. Within that area, the Budget document lists £60m more for the Sovereign AI Fund to invest in promising UK AI firms, and £80m for Sovereign AI's R&D Procurement Scheme, up from the £60m announced in October. There is also a £60m AI Pathfinder Fund for work across government, £23m for the AI Economics Institute, £18m for a UK Advanced Chip Design Academy in Edinburgh, and a £15m AI Challenge Prize whose first competition focuses on the NHS, with a top award of up to £2.5m. Closer to home for the North West, a new AI Cyber Security Centre of Excellence in Manchester will train cyber and AI security experts. It is a training centre, not support for businesses.
Sources: Budget 2026, HM Treasury, 28 October 2026; Budget 2026: Breathing space for today, hope for the future, GOV.UK, 28 October 2026; Chancellor unveils Britain's ambitious plan for AI, GOV.UK, 24 October 2026; Written statement HCWS412, UK Parliament, 26 October 2026.
The line that matters most for smaller firms is £30m "to pilot local partnerships, starting with West Yorkshire Combined Authority, South Yorkshire Mayoral Combined Authority, and York and North Yorkshire Combined Authority". Building on Barnsley's experience as the UK's first Tech Town, the Budget document says these partnerships will work across local councils "to help small businesses grow, equip people with the right skills, and transform local public services". The three areas are named in the AI chapter of the Budget document and in the Treasury's Budget summary.
No area in the North West is named, and neither is any other area beyond those three. The Budget says the pilot is "starting with" them, so others may follow, but it doesn't say which or when. For a business in Cheshire, Greater Manchester or elsewhere in the North West, there is nothing in this pilot to plan around yet.
The Budget document's list of policy decisions gives £15m for local AI partnerships from 2026-27 to 2029-30, while its AI chapter and the Treasury summary give £30m, so the exact amount is worth re-checking when the detail is published. And no route for a business to apply, no eligibility rules and no dates have been published.
For firms that build AI products, the Sovereign AI Fund, the R&D Procurement Scheme, the AI Challenge Prize and the £25m challenge fund inside the National Cyber Shield are the parts to watch. For a business that wants to use AI in its own operations, the local partnerships are the nearest thing to direct support, and for now they cover three areas in Yorkshire.
Funding news makes it tempting to pause and see what turns up. That only makes sense when the money is the reason for the project.
Useful if the money decides whether you go ahead
Right when the process is worth fixing anyway
The preparation in the right-hand column is the same whether or not funding arrives, so none of it is wasted.
Most SMEs don't need a full-time AI department. They need specialist help at two points: deciding what is worth building, and keeping it running well once it's live.
A fractional team covers both. You use experienced people for a set number of hours each month, rather than hiring for skills you need in bursts. It works best alongside a named owner on your side, who knows the process and makes the decisions, while the specialists handle the build, the connections to your systems and the changes that follow.
It is also a sensible way to work with whatever local support appears. The Budget talks about helping small businesses grow and equipping people with the right skills. Even with both, your business still needs someone to turn that into a working system, and to decide where a person still signs off.
You don't need to wait for the scheme detail to start. Four steps put you in a good position either way.
Every system we build is designed around your data and owned by you, with no licences and no vendor lock-in. So far that has meant 100+ processes automated, thousands of hours saved and more than £250k saved in operational costs.
See how we approach AI consultancy and embedded support.


Tell us the one process you'd want AI to take on first. In 30 minutes we'll put a number on it and tell you straight what we'd do. If it's worth fixing, you get a priced proposal: for the build, or for an AI Review if it needs mapping first.
FAQs
Not as a grant scheme you can apply to today. The part aimed at smaller firms is a £30m pilot of local AI partnerships, starting with West Yorkshire, South Yorkshire, and York and North Yorkshire, which will work across local councils to help small businesses grow. How that support will reach individual firms hasn't been published.
The Budget names three: West Yorkshire Combined Authority, South Yorkshire Mayoral Combined Authority, and York and North Yorkshire Combined Authority. No area in the North West or anywhere else is named. The pilot is described as starting with these three, but the Budget doesn't say which areas follow or when.
The Budget document, the Treasury's Budget summary and the Chancellor's earlier written statement to Parliament don't set out an application route, eligibility rules or deadlines. Watch GOV.UK and your local combined or strategic authority for detail. Check any scheme's own terms before you plan around it.
Specialists you use for a set number of hours each month instead of hiring full time. For a firm that needs AI skills but not a permanent department, it covers the gap between deciding what to build and running it well afterwards, and the amount can grow or shrink with the work.
Not if the project makes sense on its own numbers. The detail and timing aren't known yet, and the preparation is the same either way: pick the process, measure what it costs today and check your data. If support does become available, you'll be ready to use it.