Think your company is innovating with AI? You may be wrong

Jeff DeGraff, known as the 'Dean of Innovation,' says most companies have a language problem, not an execution one

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Published August 31, 2026
Think your company is innovating with AI? You may be wrong

An executive team gathers to discuss AI strategy. The CEO wants growth. The CIO wants copilots. The COO wants automation. Everyone nods in agreement, and everyone leaves the room picturing something different.

According to Jeff DeGraff, who has advised much of the Fortune 500 for nearly four decades, that scene repeats in boardrooms everywhere, and it's the real reason most innovation efforts stall.

DeGraff, a clinical professor at the University of Michigan's Ross School of Business and someone who was nicknamed "Dean of Innovation" while building Domino's Pizza from $50 million to $2 billion in the '80s, points out that firms refer to "innovation" as applying technology, process improvement, product launch, or business transformation as being the same thing.

They are not, and confusing them leads to resource dispersion and setting of initiatives based on contradictory criteria that nobody ever agreed to.

DeGraff recommends asking what norm is being challenged and what new value is being created rather than focusing on whether or not the idea is truly innovative, as the exact same process might be groundbreaking in one firm and standard operating procedure in another.

Furthermore, he recommends not falling into what he refers to as the "data trap": while requiring evidence before investing in an idea makes sense in cases of improvement, really innovative ideas like generative AI at the end of 2022 are unpredictable and cannot be forecasted using past data.

Organisations that waited for clarity, says DeGraff, did not hedge their risk; they just learnt more slowly.

5 questions that redefine how leaders talk about innovation

DeGraff proposes five questions for any initiative: What norm are we breaking? What new value are we creating, and for whom? How big is the departure from what we already know? How fast do we need to move? And what is the next experiment, rather than the five-year plan?

He argues that surfacing disagreement between executives early, one seeing an efficiency play and another a competitive threat, isn't dysfunction but the clarity teams need before committing serious money.

Pareesa Afreen
Pareesa Afreen is a reporter and sub editor specialising in technology coverage, with 3 years of experience. She reports on digital innovation, gadgets, and emerging tech trends while ensuring clarity and accuracy through her editorial role, delivering accessible and engaging stories for a fast-evolving digital audience.
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