New research · October 2026

The AI Ambition Gap.

The first UK study of why AI investment converts into productivity for some organisations – and not for others.

  • Where the returns are actually landing, by sector
  • What separates the organisations converting adoption into advantage
  • The conditions leaders can put in place before 2027 planning

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The Productivity Institute

Independent research by The Productivity Institute, University of Manchester – the UK's national authority on productivity.

What's inside

Evidence, not anecdote.

Output-per-hour data set against reported AI adoption, so the gap can be measured rather than described. Where returns are landing across financial services, manufacturing, retail, professional services and the public sector. The operating conditions that separate organisations converting adoption into measurable advantage.
The evidence base
Who it's for

Anyone holding the AI business case.

  • CIOs and CTOs defending AI spend at board level
  • CFOs looking for the productivity line in the P&L
  • Transformation and operations leaders past the pilot stage