Aurora Toth

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Aurora is an energetic, global brand leader, strategist and marketing expert who creates positive category disruption, emotional brand connections and experiences that drive loyalty and connection to community. A collaborative and dynamic executive and communicator who motivates teams and cultivates strong relationships, she formulates vision and effectively integrates across all levels of an organization—internally and externally. A classically trained brand marketer, Aurora is known for brand building and translating analytics into targeted and creative messaging and customer experience to deliver revenue growth.
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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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