An AI executive says smarter models drive big growth
An AI executive argues that leaps in intelligence, wrapped in useful products, explain growth that skeptics called impossible.

Invest Like the Best with Patrick O'Shaughnessy · Is Anthropic the Fastest Growing Company Ever?An executive at a young artificial intelligence company, who is not named in the account, was explaining why outsiders doubted his company's forecast. At the end of 2024, he said, the business had grown to close to $1 billion in run rate revenue, an estimate of yearly sales based on recent results, and it was predicting another large jump.
"That kind of a change is really enabled by these model intelligence leaps and then the products that we build around them," he said.
By model intelligence leaps, he meant sharp gains in what the company's systems could do. The company only had a frontier model, the most capable kind of AI system, "for real for the first time in March of 2024," he said. His argument is that each gain makes the technology useful in new ways, and products built around the smarter system turn that use into revenue.
That forecast drew skepticism. He recalled others looking at the projections and concluding that another tenfold increase was not possible. In his account, the skeptics cited "laws of physics" and argued that enterprise adoption, meaning use by large business customers, would take much longer. "The adoption's going to take so much longer," they said, as he recalled it.
Go-to-market team means the sales and marketing staff that gets the product to customers. He described what actually happened as "model led growth enabled by products and our go-to-market team and our distribution."
Questions people ask
What exactly is run rate revenue?
Run rate revenue takes sales from a short period, often a month or a quarter, and stretches it out as if that pace continued for a full year. It is useful for fast growing companies, but it is not a guarantee because growth can speed up, slow down, or reverse.
What makes an AI model a frontier model?
A frontier model is one of the most capable AI systems available at the time it is built. These systems require large amounts of computing power and data to train, and they tend to set the standard that other models try to match.
Why would a smarter model automatically lead to more sales?
A smarter model can handle more complicated work, make fewer mistakes, and need less human supervision. When that happens, businesses can use it for jobs they would not have trusted it with before, which can quickly expand paying use.