Pete Hayes

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Co-Author of #1 Amazon Best Seller "The Growth Gears" and Co-Principal of Chief Outsiders since 2010, Pete Hayes possesses an impressive track record of success in global marketing, promotion, brand development and consulting. He has held executive marketing positions with Fortune 100 companies, managing $50 million budgets, and he has also played key executive management roles in helping startups grow from first steps to over $1 billion in revenue. He enjoys speaking to CEO Peer Boards as well as to Business Schools.
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Recent Posts

The AI Training Economy: The Human Expertise Behind the Agent Revolution

The AI Training Economy: The Human Expertise Behind the Agent Revolution

Wed, Apr 22, 2026 | Posted by Neil Isford

The challenge of training AI models on human expertise is not new.What is new is that three college dropouts just built a $10 billion business by productizing that exact problem at scale.

Executive Takeaways

  • The AI training economy is already here — and a $10 billion startup is proof.
  • You can't have capable AI agents without well-trained models. Human expertise isn't being replaced; it's being harvested.
  • Fast followers still have a window, but waiting another 18 months may mean competing on scale alone, not quality.
  • Most organizations are underestimating the speed of this workforce transformation. The time to build AI fluency is now.

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