Marc Umscheid

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Marc is a results-oriented marketing, sales and operations executive with a proven track record of building and executing strategic, profitable growth programs. He has a unique ability to turn complex issues into simple solutions, commercialize innovative solutions in stagnant markets and partner across all business levels, functions and partners to drive value. Marc’s track record includes offering safe and effective alternatives to traditional healthcare products, launching natural-based cleaning and healthcare solutions, rebranding environmentally challenged brands and implementing growth plans that over-deliver objectives.
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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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