William Collins

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William is a growth-oriented business executive with proven success in delivering profitable revenue and transformation for organizations through the art of data-driven decisions, design thinking principles, and organizational alignment. He helps organizations build sales-aligned marketing capabilities, drive revenue growth, and focus on initiatives that deliver quick time to value. His customer-centric approach to marketing leads to better targeting, clearer messaging, and impactful results.
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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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