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AI Glossary · plain English for UK business

What is pilot purgatory?

Pilot purgatory is the state of an AI programme that repeatedly proves value in small trials but never reaches production. It is usually caused by the absence of an owner, a governance route to approval, or a plan for the change in work that scaling would require.

Why it matters for a UK business

It is the standard failure of the last three years. The pilot works well enough not to kill and not well enough to scale, and it runs on indefinitely because nobody agreed in advance what result would justify going further.

What it looks like in practice

Six months in, the pilot is still a pilot. The team that built it has moved on. The people it was meant for have gone back to the old way. Nobody can say whether it succeeded because nobody wrote down what success was.

What to do about it

Before anything is built, write down two numbers with a date: the result that means go further, and the result that means stop. That single discipline separates a pilot from purgatory more reliably than any technology choice.

Related terms

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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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