Deborah Fell

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Deborah Fell is Area Manager Partner & CMO for Chief Outsiders. She is an expert at helping mid-market to large enterprise companies identify and capitalize on marketing strategies to increase revenue and profitability. Chief Outsiders provides fractional CMOs without the expense of a full-time resource to CEOs who want to accelerate revenue and profits through improved marketing strategies, implementation and leverage.
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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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