Nvidia expects the world to spend staggering sums building out artificial intelligence over the rest of this decade. According to a report published by The Motley Fool and syndicated across outlets including Yahoo Finance, AOL, The Globe and Mail, and MSN, Nvidia believes AI capital expenditures — the money companies pour into data centers, chips, and computing infrastructure — will reach $3 trillion to $4 trillion by 2030.

Capital expenditure, or "capex," is industry shorthand for the big upfront investments businesses make in physical and technical infrastructure. In the AI era, that increasingly means the servers and specialized processors needed to train and run advanced models — hardware where Nvidia is the dominant supplier.

The Motley Fool frames the forecast around a simple question for investors: if Nvidia is right about that spending wave, where could its stock go? The piece characterizes Nvidia as "still a top stock to own in the tech space," calling the company "the GPU leader."

The sources provided do not include the specific stock-price projection, the reasoning behind the trillion-dollar estimate, or independent verification of the figure. The claim originates with Nvidia's own outlook as relayed by The Motley Fool, and readers should treat it as a company forecast rather than a settled fact.

Why it matters: a single chipmaker projecting multi-trillion-dollar industry spending signals just how much of the global economy is being reorganized around AI infrastructure — and how central Nvidia expects to be to it.