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CommentaryLeadership

George Martin never out-wrote the Beatles. That’s exactly why he’s the AI leadership lesson we need now

By
Jeff DeGraff
Jeff DeGraff
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By
Jeff DeGraff
Jeff DeGraff
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July 26, 2026, 6:30 AM ET
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The Beatles and their producer George Martin in the studio, circa 1964.Michael Ochs Archives/Getty Images
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In 1965, Paul McCartney played George Martin a new song called “Yesterday” and asked what it needed. Martin heard something McCartney hadn’t: a string quartet, on a Beatles rock record, when nothing like that had been tried before. McCartney resisted. Martin pushed. The result became one of the most recorded songs in history. That’s the story worth remembering as executives rush to put AI in every meeting: the most valuable person in the room isn’t always the one with the most answers. Sometimes it’s the one who hears a possibility no one else can.

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Today, I tell people something that sounds almost absurd: the Age of Answers is over. Not because answers no longer matter. Quite the opposite. We have more answers than at any point in human history. Artificial intelligence can write business plans, diagnose diseases, analyze markets, draft legal briefs, build software, and produce strategic recommendations in seconds. What once required teams of highly trained experts is rapidly becoming available to anyone with a laptop.

That’s precisely the point. When answers become abundant, they stop being a competitive advantage. George Martin proved this decades before AI existed. He wasn’t a better songwriter than Lennon or McCartney, nor a better musician than Harrison or Starr. What he brought was a different way of hearing possibility — orchestration, tape experimentation, the willingness to tell four young musicians hard truths about their own material. That is the promise of AI: not a replacement for human creativity, but an amplifier of it, if leaders know how to use it that way.

Compare that to how most organizations use AI today. Within minutes, whiteboards fill with timelines, milestones, decision trees, and Gantt charts. Every team finds the “X” on the map; every team builds the fastest route to get there. Not one team questions whether they’re using the right map. 

Their thinking is disciplined, their analysis is rigorous, their execution is flawless. There’s only one problem: innovation rarely begins with an X on the map. It begins by questioning whether the map describes the right territory in the first place.

For years, helping accomplished leaders make that shift was extraordinarily difficult. Success rewards certainty, while organizations reward predictability. Yet every meaningful breakthrough begins with an uncomfortable admission: What if we’re solving the wrong problem?

Today, leaders no longer need to debate the issue. They can simply ask AI to generate the solution they were about to build — usually in less than a minute. That changes the conversation completely. The question is no longer whether AI can produce better answers, but what leaders must do when everyone has access to the same ones.

Never Put the New into the Old

The lesson extends far beyond any one industry. Most organizations believe AI presents a technology challenge, but it doesn’t — it presents a leadership challenge. Every technological revolution eventually exposes an outdated operating system. The constraint is no longer the technology itself; it becomes the assumptions, structures, and habits built for the world the technology is replacing.

Martin never tried to make the Beatles sound like a classical ensemble he was comfortable with. He didn’t force the new sound into his old training. Most organizations do the opposite with AI — they force a revolutionary capability into structures built for a world where answers were scarce.

Today, many organizations make this mistake with AI. They create an AI task force, appoint a Chief AI Officer, mandate AI training, rewrite company policies. Those initiatives may be worthwhile, but they’re largely attempts to bolt a revolutionary capability onto organizations built for a world where information was scarce, expertise was expensive, and answers were difficult to obtain. That world no longer exists.

The Three Levels of AI Leadership

The question isn’t “How do we use AI?” The better question is “What kind of organization should we become because AI exists?” The answer begins with three levels:

  • Level One: Optimize. Do yesterday’s work better — summarize meetings, write reports, automate customer service, generate code. The gains are real, but efficiency stops being a competitive advantage when everyone has the same tools.
  • Level Two: Simulate. Challenge today’s assumptions. I once gave a cohort of military fellows an innovation challenge and watched them build the fastest possible route to a solution — without ever asking whether it was the right solution. Today I skip the debate: I ask AI to generate the answer they were about to spend a week building. It usually does, in under a minute. That’s Level Two — using AI not to confirm a plan, but to stress-test whether the plan should exist at all. Leaders use AI to become a skeptical customer, an aggressive competitor, an impossible board member — war-gaming and hunting for blind spots.
  • Level Three: Create. Invent tomorrow’s possibilities. This is where AI stops being an assistant and becomes a creative partner. Most leaders ask AI, “How can you help me do my job better?” The more consequential question is, “What can we create together that neither of us could create alone?” This is the level George Martin operated on with the Beatles — not optimizing their sound, not stress-testing it, but creating something none of the five of them could have made alone.

Which is why the real revolution isn’t AI — it’s what AI reveals about leadership. For decades, intelligence was the scarce resource. It isn’t anymore. AI democratizes intelligence, but it does not democratize judgment.

Intelligence produces answers; judgment decides which questions are worth asking. Judgment recognizes when a problem has been framed too narrowly, when everyone — including the machine — is converging on the same obvious solution, and when it’s time to abandon the map before someone else draws a better one.

George Martin never out-wrote Lennon and McCartney. He didn’t need to. He heard what they couldn’t yet hear, and he told them the truth about it. That’s the job now — not to out-answer the machine, but to hear the question it can’t ask.

So before your next AI strategy meeting, ask:

  • Where are we merely optimizing yesterday?
  • Where should we be using AI to challenge our assumptions instead of confirming them?
  • What could we create that has never existed before?

The age of answers is ending. The Age of Judgment has just begun.

The opinions expressed in Fortune.com commentary pieces are solely the views of their authors and do not necessarily reflect the opinions and beliefs of Fortune.

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By Jeff DeGraff
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Jeff DeGraff, often called the "Dean of Innovation," is a Professor at the University of Michigan's Ross School of Business and is widely known as the "Dean of Innovation." He advises Fortune 500 companies, governments, and military organizations on innovation, leadership, and organizational transformation, and writes and speaks about the adaptive capabilities leaders need when yesterday's answers no longer work.


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