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The American Filing

How Much of the Expansion Is Just Data Centers?

Investment in AI infrastructure accounted for the overwhelming majority of first-quarter growth, a concentration that flatters the headline number and raises an uncomfortable question about what happens when the building slows.

Priya Venkataraman2 min read
How Much of the Expansion Is Just Data Centers?
Photo by panumas nikhomkhai on Pexels

There is a version of the American economy in 2026 that looks solid: growth of 2.1% in the first quarter, unemployment near 4%, equity indexes at records. There is another version, produced by subtracting a single line item, that looks close to stagnant.

That line item is capital spending on artificial intelligence — data centers, servers, GPUs, networking gear and the electrical infrastructure required to run all of it. By several estimates, AI-related investment accounted for roughly three-quarters of first-quarter growth. Strip it out and the expansion runs closer to 1%.

The scale

Combined capital budgets at the largest cloud providers run to roughly $725 billion this year, with something like three-quarters of that aimed specifically at AI infrastructure. Measured against GDP, spending on data centers, hardware and networking has roughly doubled as a share of output in a year, from under 1% to around 1.4%.

Those are construction-sector numbers attached to a technology story. Concrete, transformers, switchgear, chilled-water systems and high-voltage interconnects are the physical form the AI boom takes.

The multiplier problem

Traditional capital investment spreads through the economy by way of payrolls. A new factory hires hundreds of people who spend their wages locally. A hyperscale data center employs a large construction crew for eighteen months and then a skeleton staff of technicians.

That is why the labor market has been able to stall while investment surged — and why economists worry that this expansion is less self-reinforcing than its headline growth rate implies.

Two risks, pointing opposite ways

The first risk is that the spending slows. Because it is so concentrated in a handful of balance sheets, a change of mind at three or four companies would show up in national accounts within two quarters.

The second is that it doesn't. Electricity demand from data centers is already pushing retail power prices to records, and utilities are queuing interconnection requests years out. An investment boom that raises the cost of a basic household input is a strange kind of prosperity, and it has begun to attract the attention of state regulators who set the rates.

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