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AI Glossary · plain English for UK business

What is AI adoption?

AI adoption is the point at which people use AI in their real work by default, rather than the point at which a licence is purchased. Most programmes stall in the gap between the two, because access was solved and capability, permission and habit were not.

Why it matters for a UK business

The tool working is the easy half. People using it, properly, on real work, is where most programmes stall, and they stall for human reasons far more often than technical ones.

What it looks like in practice

Adoption is measurable person by person, not guessed at department level. The gap between what a business could do with AI and what it does do is mostly capability and confidence, and it maps onto individuals.

What to do about it

Say out loud what the business intends to do about roles, because silence is heard as the worst answer. Train on the work people actually have. Give the first fortnight explicit permission to be slower. Put the capability where the work already is.

Related terms

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If this is the term that has come up in your business and you want it worked through against your own situation rather than in the abstract, that is a conversation, not a page.

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Written by Chris Duffy. Last reviewed .

Chris Duffy, founder of Ignite AI Solutions

About the author

Chris Duffy Founder and Chief AI Officer, Ignite AI Solutions

Chris is the founder of Ignite AI Solutions, a Certified Chief AI Officer and one of the Top 20 AI Leaders of 2026. He is a regular expert source for Forbes on AI and cybersecurity, and a member of the UKAI Council supporting accredited pathways for upskilling. He was nominated for 3 awards at the National AI Awards 2026, including the Aiconics Award for responsible AI. A UK Special Forces veteran, he now helps UK SMEs adopt AI safely and effectively.

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