Growth Insights for CEOs

The AI Training Economy: The Human Expertise Behind the Agent Revolution
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.
Recent Posts

What can Travel and Hospitality CEOs do Right Now?
Thu, Mar 19, 2020 — Industry Specific Advice in a Time of Crisis from the Chief Outsiders CMOs These are challenging times. The actions you take now and in the coming weeks will have a huge impact on what happens to your company, your customers and your employees. Some of the challenges we will face during this crisis will apply to all sectors, but some will be industry specific. To help you decide where your focus should be, we assembled panels of Chief Marketing Officers from our Tribe at Chief Outsiders who have spent their careers working in your industry with companies like yours, to discuss what CEOs need to think about doing, right now. The following summary encapsulates the highlights of our panel discussion for the Hospitality/Travel/Entertainment industry, hosted by Pete Hayes and featuring CMOs Deborah Fell and Adriana Lynch. For the full benefit, view the discussion video in its entirety (17 minutes). Short of time? See the discussion highlights (5 minutes).