Whitepaper
From AI Activity to Enterprise Advantage
Is your AI investment delivering value, or just activity?
AI is making people faster. But is it making your business better?
Businesses are investing in AI, running pilots and seeing productivity gains. Yet measurable improvements in margin, customer experience and throughput remain harder to demonstrate.
The gap between faster tasks and better business performance is the productivity-to-value gap.
Closing it takes more than better AI. It takes a better operating model.
The time and capacity AI frees up create a productivity dividend. Without a clear plan to reinvest it, that dividend can disappear into more emails, more output and more of the same.
When the CFO asks what the AI investment has delivered, “we’re busier” isn’t an answer.
GW’s latest whitepaper, From AI Activity to Enterprise Advantage, explores how to turn that freed-up capacity into measurable, repeatable business value. Building on GW’s first paper, Can you rebuild your enterprise moat with AI?, it moves beyond the opportunity to the practical steps that make it work.
What you’ll learn in the whitepaper
Why AI-driven productivity doesn’t automatically improve business performance, and how to close the productivity-to-value gap.
The six connected capabilities that turn AI experiments into repeatable business outcomes.
How to make your organisation’s unique knowledge, data and systems usable by AI, and difficult for competitors to replicate.
How to build trust, manage risk, and measure the true cost of each successful AI outcome.
How to reinvest AI-created capacity in strategic priorities to build lasting advantage.
“You can optimise a single cog, but meaningful performance gains require looking at the system as a whole.”
Ash Snook
Head of Design & Research, Vodafone
Written by Mark Simpson, GW’s Chief AI Officer, the paper brings together contributions from senior leaders at Vodafone, Merlin Entertainments, Wesleyan, Motability Operations, Atradius, Investec, Royal Air Force Club, Beazley, EU Automation and West Midlands Combined Authority.
Your competitors can access capable AI too. The difference lies in how you organise the work: choosing the outcomes that matter, helping people and AI work together, and making each implementation easier, safer and cheaper than the last.
That’s how AI becomes more than a set of useful tools, and starts to create a lasting business advantage.
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16-page whitepaper · Insights from 10 senior leaders
About the author
Mark Simpson
Chief AI Officer
Mark Simpson
Chief AI Officer
Mark Simpson is Chief AI officer at GW. He has worked with the likes of Atradius, the Isle of Man government, Arqiva and more to deliver thoughtful AI and technology applications that deliver commercial and human impact to enterprises.
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