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R&D tax relief and grants for AI projects: what a UK SME can actually claim, and what it cannot.

By Zain Masroor · 14 October 2026 · 12 min read

A UK SME can reduce the cost of an AI project two ways. R&D tax relief, under the merged scheme for accounting periods from 1 April 2024, gives a 20 per cent expenditure credit that is taxable, so worth about 15 per cent net to a company paying 25 per cent corporation tax; loss-making SMEs whose R&D is at least 30 per cent of total expenditure can claim enhanced R&D intensive support at 27 per cent, payable in cash. Grants, mainly through Innovate UK’s BridgeAI programme, fund AI adoption in named sectors through competitions, with intervention rates for SMEs typically up to 70 per cent for industrial research and 45 per cent for experimental development. What qualifies is the resolution of scientific or technological uncertainty, not the use of AI as such: configuring a chatbot does not; working out whether a document-reading pipeline can reach a threshold nobody has reached on your kind of data can. This is a practical guide, not tax advice; your accountant makes the claim.

Merged scheme20% credit, about 15% net when profitable
ERIS27% payable for loss-making R&D-intensive SMEs
GrantsBridgeAI competitions, sector-specific

R&D relief: the schemes as they stand

For accounting periods beginning on or after 1 April 2024 the old SME scheme and the old RDEC were replaced by a single merged R&D expenditure credit. It is an above-the-line credit of 20 per cent of qualifying expenditure, taxable as income, so a company paying corporation tax at 25 per cent keeps about 15 per cent net; a loss-making company can surrender it for a payable credit subject to the scheme’s caps. Alongside it, enhanced R&D intensive support applies to loss-making SMEs whose qualifying R&D expenditure is at least 30 per cent of total expenditure, giving a payable credit worth 27 per cent. HMRC’s guidance and the CIRD manual are the authoritative sources, and the rules on subcontracted and overseas expenditure changed at the same time, so the accountant who makes the claim should be involved before the build, not after.

What qualifies in an AI project, and what does not

HMRC’s test is whether the project seeks an advance in science or technology by resolving scientific or technological uncertainty that a competent professional could not readily resolve. Using AI does not qualify by itself. Buying seats, writing prompts, configuring an off-the-shelf chatbot or connecting a product to your CRM is deployment, not R&D. What can qualify is the part of a build where the outcome was genuinely uncertain: whether a model could reach an agreed accuracy threshold on your kind of documents, how to make a voice agent handle interruptions reliably on a UK telephony network, how to route work between models to hit a cost and quality target that had not been achieved for that workload. The qualifying activity is the experimentation that settled the uncertainty, and the evidence is the record of what was tried and what was measured.

ActivityLikely to qualify?Why
Buying ChatGPT or Claude seats, writing promptsNoDeployment of existing technology
Configuring an off-the-shelf tool or a workflow platformNoRoutine integration
Testing whether a pipeline can reach a threshold on your own difficult dataPossiblyTechnological uncertainty resolved by experiment
Designing routing or cost controls to hit an unachieved targetPossiblyAdvance in how the system performs
Making voice or agent behaviour reliable where no known method existedPossiblyUncertainty a competent professional could not readily resolve

Your accountant or adviser applies HMRC’s tests to the facts. Records of experiments, thresholds and measurements are what make a claim defensible.

Structuring a build so a claim is possible

Three things, none of them costly. Write the uncertainty down before the build: the threshold or target, why it was not obviously achievable, what the competent professional would have expected. Keep the experiment record: what was tried, what was measured, what failed, which is also what a good build produces anyway. And separate the qualifying work from the deployment in the scope and the invoices, so the accountant can identify the eligible cost. We structure scopes this way when a client asks, and we are not tax advisers; the claim is made by yours.

Grants: BridgeAI and the sector programmes

Innovate UK’s BridgeAI programme, launched in 2023 as a £100 million initiative to accelerate AI adoption in sectors with high potential and low AI maturity, originally agriculture and food, construction, creative industries and transport and logistics, was expanded in 2026 from four to eight sectors, and runs competitions through the Innovation Funding Service alongside advice and skills support. In 2026 UKRI announced £7 million across two BridgeAI competitions for SMEs adopting AI to address a business challenge. Grant intervention rates for SMEs in Innovate UK competitions are typically up to 70 per cent for industrial research and 45 per cent for experimental development. Separately, the Made Smarter adoption programme supports manufacturers, and the government’s AI Opportunities Action Plan tracks the wider set of schemes. Competitions open and close on fixed dates and are oversubscribed, so the practical route is to check the Innovation Funding Service quarterly for your sector and to have the measured business case ready before one opens.

How the two interact, and the honest summary

Grant-funded expenditure is generally treated differently for R&D relief, and the merged scheme changed the position from the old SME rules, so a project that takes a grant needs the accountant to model both before accepting either. The honest summary for most SMEs: a first AI implementation at £4,000 to £15,000 that removes a measured cost pays for itself without relief or grants, and should be judged on that. Relief is a possible reduction on the part of a build that was genuinely uncertain; a grant is a possible reduction if a competition in your sector is open and your case is ready. Neither should decide whether to build; the measured baseline should.

Common questions

Can I claim R&D tax relief on an AI project?

On the part that resolved genuine technological uncertainty, such as reaching an unproven threshold on your own data or making agent behaviour reliable where no known method existed. Buying seats, writing prompts and configuring off-the-shelf tools do not qualify. Your accountant applies HMRC’s tests.

What is the R&D tax relief rate in 2026?

Under the merged scheme, a 20 per cent taxable expenditure credit, worth about 15 per cent net to a company paying 25 per cent corporation tax. Loss-making SMEs spending at least 30 per cent of total expenditure on R&D can claim enhanced R&D intensive support at 27 per cent, payable.

What grants exist for AI adoption in UK SMEs?

Innovate UK’s BridgeAI programme runs competitions for SMEs in named sectors, expanded to eight in 2026, with £7 million announced across two competitions; Made Smarter supports manufacturers. Intervention rates for SMEs are typically up to 70 per cent for industrial research and 45 per cent for experimental development.

Does using ChatGPT or Claude count as R&D?

No. Using existing technology is deployment. R&D is resolving uncertainty about whether or how a technological outcome can be achieved, evidenced by experiments and measurements.

Can I take a grant and claim R&D relief on the same project?

The interaction is specific and changed under the merged scheme. Have your accountant model both before accepting either.

How should we structure a build for a claim?

Write the uncertainty and the target down before the build, keep the record of what was tried and measured, and separate the qualifying work from the deployment in the scope and invoices.

Should relief or grants decide whether we build?

No. A first implementation that removes a measured cost pays for itself. Relief and grants reduce the cost of the uncertain part or of an eligible sector project; the measured baseline decides.

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Want the scope written so your accountant can claim?

We write the uncertainty, the threshold and the experiment record into the scope, and separate the qualifying work from deployment, at no extra cost. Your accountant makes the claim.

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