Governance and capability decide which UK firms make AI pay

Britain leads its peers on AI adoption. Nearly 70% of mid-market firms say they’re all-in on AI or building momentum. Yet fewer than half can show a measurable return.

So what separates the firms that make AI pay? In aibl’s survey of 755 UK business leaders, the answer was governance and capability. That’s the case Richard Breeden makes in his essay for the British Chambers of Commerce, published today.

Governance is the clearest dividing line

The share of firms that can show a measurable return climbs from 22% where there’s no AI governance to 85% where governance is mature and embedded. They’re using much the same tools.

Governance here means three plain habits:

• Someone owns the outcome.
• The measure of success is written down before the money is spent.
• The numbers hold up when the finance director checks them.

Enthusiasm doesn’t close the gap. Only 39% of firms that are all-in on AI but have no governance can show a return. Among well-governed firms that aren’t especially keen, it’s 54%.

Capable people and hands-on leaders multiply the effect

Governance works best alongside a capable workforce. With both in place, 81% of firms show a return. With one of the two, 40%. With neither, 15%.

It starts at the top. 71% of firms whose leaders use AI in their own work can show a return, against 31% where leaders barely touch it.

Government should measure the share of firms showing a return

Richard argues the UK’s AI target should track results. His essay proposes one change in three parts:

• Change what’s counted. Report the share of firms that can show a measurable return from AI.
• Back the step that works. Tie existing support, such as BridgeAI and Made Smarter, to a light “AI in production” standard: a named owner, a written measure of success, and an approved route.
• Fund capability through what firms already use. Give firms one entry point to skills funding, run through trusted local bodies such as the Chambers.

As Richard puts it: “The prize does not go to the country that adopts AI fastest, but to the one that first turns adoption into measurable return.”

About the collection

How the UK can become an AI Adoption Superpower brings together 29 essays from business, technology, politics, and academia, produced by the British Chambers of Commerce with BDO. Contributors include Baroness Martha Lane-Fox, Euan Blair, and David Black of Google UK. Richard’s essay is chapter 12, “From AI Adoption to advantage: Turning Britain’s head start into growth”.

Read the full collection on the British Chambers of Commerce website, and download the State of UK AI Adoption 2026 report.

FAQ

What separates UK firms that can show a return on AI?

Governance and capability. In aibl’s survey of 755 UK mid-market leaders, 85% of firms with mature AI governance could show a measurable return, against 22% with none.

What does Richard Breeden’s essay argue?

That the UK should measure how many firms can show a return from AI, and help businesses build the governance and skills that make AI pay.

Where does the data come from?

aibl’s State of UK AI Adoption Survey 2026, covering 755 UK mid-market business leaders at firms with £50m to £500m revenue, with fieldwork from January to March 2026.