Insights · AI Adoption, Adult Social Care, SEND
Budget 2026: AI is going local. Will it reach the front line?
28 October 2026 · Emma Ockelford
Today's Budget had plenty to say about energy bills, fuel duty and defence. For those of us working in Local Authority people services, three things stood out. One is encouraging. One is a quiet warning. And one raises a question we need to answer together.
AI adoption is going local
The Budget includes a £700 million AI package. Most of it is about national security and capability. But within it sits £30 million to pilot local partnerships on AI adoption, starting with three combined authorities in Yorkshire.
This matters. The money is framed around locally led approaches, rather than central programmes done to places. Councils know their services, their workforce and their communities. They are best placed to decide where AI helps.
The test will be where the money lands. Economic development and back office tools are the easier wins. The harder, more valuable work sits in statutory services: EHCPs, Care Act assessments, Continuing Healthcare, safeguarding. This is where demand is highest, the workforce is most stretched, and getting it wrong has real consequences for children, adults and families.
The pressure isn't easing
The headline announcements were quiet on adult social care, SEND and children's services. At the same time, extra defence spending is being funded by reprioritising budgets across government, and the fiscal headroom has narrowed. Next year's Spending Review looks tight.
The 3.9% rise in the National Living Wage from April 2027 is welcome for care workers, who deserve it. It also adds cost to budgets that are already stretched.
For directors and heads of service, the message is familiar. Demand keeps rising, and the money won't keep pace.
What we've learned
Our work with councils on AI in statutory services keeps teaching us the same lessons. They matter more now that local adoption has national backing.
First, the ask can feel too big, too fast. Councils can't easily commit to a whole approach in one go, and they rightly want to stay in control of what happens and when.
Second, people can't always see the whole picture. A tool on its own looks like a tool. The vision, the practice standard and the support around it get lost.
Third, the decision rarely sits with the service. It sits with finance and corporate panels, who ask where the cashable saving is. AI has been oversold, and saving time on a plan doesn't remove a post. The real value is often fewer tribunals, decisions that stand up to challenge, recovered income and less agency spend. Many finance processes don't count those, and there is very little AI guidance written for finance teams.
Fourth, moving data between systems adds friction and risk. Buyers want to know what happens if things go wrong.
Making government a better customer
The Budget also commits to making procurement easier for innovative businesses, and to new powers that let firms test and refine new technology faster.
We welcome that. But in our experience, procurement is rarely what stalls things. It's the gap between a service that wants something and a corporate decision that needs evidence. Faster routes in need clear standards, strong information governance and proper evaluation. Otherwise we'll get more pilots, not better practice.
What good looks like
If the new pilots are to reach statutory services and stick, a few things will help, whoever the supplier is.
- A lower-risk start, with the council in control. One contract, a break point, and success measures the council sets.
- Benefits agreed up front, with finance in the room. Cashable savings, costs avoided, income and quality, agreed at the start and measured. Services need support to make that case to the people who hold the budget.
- Onboarding as part of the journey. Information governance, local set-up and practice support built in from day one.
- A clear safety net. What happens if, set out plainly: continuity, data returned on exit, security standards.
- The whole approach in view. AI supports structure, drafting and consistency. Professional judgement stays central.
A shared opportunity
£30 million is a small amount in a big Budget. But it signals something important: that AI adoption should be shaped by places, not imposed on them.
If we get this right, the benefit won't only show up in productivity figures. It will show up in clearer plans for children and young people with SEND, fairer and more consistent decisions for adults and their families, and practitioners with a bit more time for the conversations that matter.
Because Outcomes Matter.