You will have seen the numbers. Ten billion here. A few million there. Growth zones, pilots, funds, programmes.
Then you go looking for the form and you cannot find it.
That is not you being slow. Most of what gets announced is not a grant you can apply for. Some of it is private investment being welcomed by a minister. Some of it is money for universities. Some of it is real, applicable and open, but only to a narrower set of firms than the headline suggests.
So I spent a morning going through it properly, reading the actual scheme documents rather than the press releases. Everything below was checked on 24 August 2026. Funding moves, so check anything you intend to act on.
The short version. If you are in Wales and you want to train your team, there is a genuinely good scheme and it pays 75 percent. If you manufacture something in England, there is a separate one worth up to twenty thousand pounds. If you are neither of those, there is very little you can apply for right now. Anyone telling you otherwise is probably selling grant applications.
The ten billion is not for you. That is fine
The South Wales AI Growth Zone was announced in November 2025. Sites along the M4 from Newport to Bridgend, ten billion pounds of investment, at least five thousand jobs over the next decade.
That ten billion is private capital for a data centre campus. It is not a fund. There is no application, no eligibility criteria and no closing date, because there is nothing to apply to. The UK government is adding up to five million pounds per growth zone to support business adoption and skills. At the time of writing no delivery route has been published for South Wales. The North East published its prospectus back in May, so that is probably the shape of what eventually arrives here.
I live fifteen minutes from one end of it. It is genuinely good news for the area. It is also not money you can put toward a booking system.
Treat every "billions for AI" headline the same way. Ask one question: who writes the cheque and to whom? If the answer is a data centre operator buying land, it has nothing to do with your business.
The same goes for the growth zone jobs figure. Five thousand roles over ten years is real, but they are construction jobs first and AI research jobs later. Useful if you employ tradespeople in Newport. Not a route to a grant.
The one that actually pays out, if you are in Wales
This is the useful one, so I will spend the most time on it.
Welsh Government runs the Flexible Skills Programme, which contributes to accredited training costs for Wales-based employers. The standard rate is 50 percent, capped at fifty thousand pounds per application. You can apply more than once in a year.
Sitting inside it is an AI skills pilot. That one pays 75 percent, so you cover a quarter of the cost. Same fifty thousand pound cap, applied per employer per financial year. The training has to be accredited or to a recognised industry standard, but you can choose any certified provider you like. Your business needs to be based in Wales and financially solvent. You also have to release the staff to actually do the course.
Decisions typically come back within ten working days. Money is paid in arrears, after you can evidence attendance and what you paid.
Now the part I would want to know before I got my hopes up. Two Welsh Government pages describe this scheme and they do not fully agree.
The Business Wales page says funding is available to employers in "the vast majority of industries". The subsidy scheme document behind it, reference SC11471, lists the sectors it supports and names six: manufacturing, information and communication, professional and scientific and technical activities, administrative and support services, education, arts and entertainment and recreation.
Accommodation and food service is not on that list. Neither is construction, retail, transport or health.
Now hold that thought, because the same Business Wales page lists Tourism and Hospitality Skills as one of its priority sectors in its own right. The Business Wales AI page goes further and says the pilot is open to businesses in any sector. So one document appears to exclude hospitality and two others appear to welcome it.
There is a plausible technical explanation. The scheme document defines the applicant as the training company rather than the employer, so its sector list may describe the training providers rather than the businesses being trained. It may equally not. The two documents also give different end dates for the pilot.
I am not going to pretend I can resolve that from the outside. Neither can you.
What it means in practice is simple. Ring, do not assume, in either direction. If you run a restaurant or a hotel, do not read the six sectors and give up. If you are squarely inside one of them, do not assume you are home either. The Flexible Skills team is at dfesrm@gov.wales. The Business Wales helpline is 03000 6 03000, open ten until four on weekdays.
That is five minutes of your time and it is the difference between a funded course and an awkward conversation.
If you make something, in England
Made Smarter Adoption is the other scheme with real money attached. It is worth knowing about. It is also worth knowing who it excludes.
Two gates. It is manufacturing and engineering only. It is also England only, nine English regions, with Wales and Scotland and Northern Ireland all outside it. There has been talk of extending it across the rest of the UK, but as things stand a Newport engineering firm cannot use it while one in Bristol can.
The size gate is the same across England. Fewer than 250 employees, plus either turnover under thirty six million pounds or a balance sheet under eighteen million.
For the South West the delivery area is wider than people assume. Bath and North East Somerset, Bristol, North Somerset, South Gloucestershire, Gloucestershire, Somerset, Devon, Torbay, Plymouth, Dorset, Bournemouth and Christchurch and Poole, Cornwall and the Isles of Scilly, plus Swindon and Wiltshire. The offer is 50 percent match funding on grants between one thousand and twenty thousand pounds.
One warning. The West of England authority leads delivery. Its own page still shows the older three-council footprint. Use the Made Smarter South West page for the current list. Alongside the grant there is a fully funded diagnostic, fully funded two-day leadership workshops running through this autumn, plus a fully funded student intern for up to 250 hours, paid at the Real Living Wage. It is delivered by the West of England Mayoral Combined Authority with the National Composites Centre, Oxford Innovation Advice and UWE.
Worth saying, because I get asked: a bakery counts. One of their published case studies is an artisan bakery in Bristol. If you produce food rather than serve it, you may well be a manufacturer for these purposes even if you have never thought of yourself that way. A restaurant almost certainly is not. A wholesale food producer probably is.
The thresholds vary between regions, so check the page for your own patch rather than trusting a figure you read somewhere else, including this one.
The Innovate UK competitions and who they are for
Search for AI funding and you will land on Innovate UK. As I write this, there is nothing AI-specific open there at all.
The last three AI competitions closed between September 2025 and June 2026. What they funded tells you who this money was ever for. Feasibility studies for frontier models. Proof of concept demonstrators. Project costs between a hundred and fifty and two hundred and fifty thousand pounds.
If you build software, watch that page, because competitions open most weeks. If you want help paying for a tool and some training for your team, this was never the right door, whatever the search results imply.
BridgeAI is the programme most often named in articles about AI adoption funding. It targets agriculture and food processing, construction, creative industries, transport and logistics. Government has said it will widen that. The last competition a firm could actually apply to closed in April 2025.
The thing nobody bothers to mention
Not all support is a grant. The free stuff is genuinely decent.
Business Wales runs an e-learning module on using AI in your business, free. It runs AI events and webinars almost weekly, in person and online, free. There is a lunch and learn running fortnightly and a networking event for Welsh SMEs in early September. There is a separate strand of free hands-on workshops for tourism and hospitality businesses, running through September and October.
None of that pays for software. All of it will stop you buying the wrong thing, which is usually worth more.
There is an English equivalent worth knowing about too. Made Smarter's diagnostic, the leadership workshops and the intern scheme are all fully funded and separate from the grant, so a manufacturer can take the advice without ever applying for money.
How not to waste your week
A few things I would say to anyone about to go hunting.
Check eligibility before you check the amount. The number in the headline is the least useful part. Sector, region and company size decide whether you get anything at all. They are usually buried two clicks down in a document nobody reads.
Read the scheme document, not the summary page. The friendly version is written to encourage applications. The subsidy scheme or grant terms tell you what is actually true. Where they disagree, ring and ask.
Do not pay a percentage to a grant finder. For schemes this size, the application is a form and a conversation. If someone wants a cut of a twenty thousand pound grant to fill it in, that is a poor trade.
Work out what you would spend the money on first. Most firms I talk to have not decided that. Funding a tool you have not chosen, for a problem you have not measured, is how you end up with a subscription nobody uses. Understanding where the hours actually go should come first. The bottleneck audit is the free way to do it.
Training is usually the better buy. If you are in Wales and eligible, training a team properly at 25 percent of cost is the strongest offer on this page by some distance. Software gets cheaper every year. People who know how to use it do not.
Where that leaves you
If you are a Welsh business of any description, ring the Flexible Skills team and ask where your own sector code lands. It is comfortably the best offer on this page. Note the real deadline is not when you apply, it is that the training has to be finished by the end of March 2027.
If you manufacture in England, register with Made Smarter for your region. The diagnostic alone is worth the phone call and it costs nothing.
If you are neither, the honest answer is that there is not much for you right now. That is worth knowing, because it means you can stop looking. Spend the time on the free Business Wales sessions instead, or on working out which part of your week is actually costing you money.
Nobody is going to fund the first sensible thing you do with AI. It is usually too small and too cheap to be worth a grant, which is rather the point.
If you want a hand working out what that first thing is, the initial conversation is free and there is no pitch attached. If there is something worth doing, I will follow it up with a formal efficiency analysis that puts numbers against it. If there is not, I will say so. I work across South Wales and the South West, from Newport out to Swansea and across to Bristol, which as it happens straddles the line between two completely different funding regimes.