Geoffrey Hinton, the Nobel laureate often called the “godfather of AI,” warned Friday that the enormous sums tech giants are pouring into artificial intelligence will only generate returns if companies replace large numbers of human workers.

In a Bloomberg TV interview, Hinton said the primary path to profitability—beyond subscription fees for tools like chatbots—lies in using AI to cut labor costs.

“The big companies are betting on it causing massive job replacement by AI, because that’s where the big money is going to be,” he told Wall Street Week .

OpenAI has separately secured $1 trillion in deals with partners including Nvidia , Broadcom, and Oracle to build out computing capacity.

Hinton rejected the historical pattern where new technologies created as many jobs as they eliminated. “I believe that to make money you’re going to have to replace human labor,” he said, repeating a view he shared with the Financial Times in September about impending “massive unemployment and a huge rise in profits” under current economic systems.

Early evidence supports his concern. Job listings have dropped about 30% since ChatGPT launched in late 2022, with entry-level positions hit hardest.

Hinton acknowledged AI’s potential benefits in medicine, education, and productivity. Asked whether he would stop its development if he could, he paused before replying: “It’s not like nuclear weapons, which are only good for bad things.” The real challenge, he argued, is not the technology but “how we organize society.”

As capital floods into AI, the tension between innovation and employment sharpens. Hinton’s blunt assessment lays bare the wager tech leaders are making—and the societal reckoning that may follow if they win.