Built a $50M+ AI Support Empire by Owning the Edges

Guest: David Karandish, CEO and Co-Founder of Capacity.com

In December 2016, the top-selling product on Amazon was not a toy, a book, or a video game. It was Amazon's Alexa. For most people, that was a holiday novelty. For David Karandish, it was a starting gun.

David had just finished one of the most successful runs in the history of vertical search. He built Announced Media, acquired answers.com, merged the two companies, scaled them into a powerhouse, and sold the whole thing for $900 million. He took five months off. He made his laundry list of what to do next, somewhere around 50 ideas. Forty were terrible. A handful were decent. One made him feel like he would regret skipping it for the rest of his life.

That one became Capacity.

He founded it in early 2017, before the world understood what AI was about to become. Blockchain was the darling. AR and VR were getting the hype cycles. AI was maybe fourth on the list of things people were excited about. David bet on fourth place, and he was right.

But here is where the real story starts. Because building Capacity was not a straight line. In the early days, the product worked better for some customers than others, and the market was sending a confusing signal. Small companies had the problem but not the budget. Enterprise companies had the budget but needed security certifications, compliance frameworks, and infrastructure that a scrappy startup did not yet have. David built those things. SOC 2. HIPAA compliance. Role-based access controls. And while he was building the enterprise credibility, something else was happening: his customers kept asking for more.

Not more features inside one product. More products that actually talked to each other.

Over and over, David kept hearing the same thing. "We are so tired of duct-taping solutions together. We don't want five vendors. We want one platform that works." He heard it a dozen times before he finally went to his executive team and said, "I think I know what we need to build." They looked at him like he had three heads.

He built it anyway.

Today, Capacity serves 20,000 customers, including T-Mobile, Verizon, Nike, and American Express. Annual revenue has surged past $50 million. And the strategy behind all of it is something David calls the Compound Startup.

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