A data center under construction
A Google data center under construction in Lockbourne, Ohio. John-David Richardson for BI

Tallying the true costs of AI

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A blank rectangle of a building sits next to a highway, facing an endless Wyoming prairie. It's painted the greenish-grayish-brown that Disneyland imagineers use on stuff they don't want people to notice. But the nine semitrailer-size green boxes nestling like nursing puppies into the building's long sides are a giveaway. They're giant heat exchangers meant to chill the stacks of black, pizza-box-shaped computers inside, squeezing electrons through silicon to make everything from streaming video to cryptocurrency.

This data center is one of several in Cheyenne. These buzzing hives of circuitry run the modern digital economy — and manage the unprecedented quantities of data and computation necessary for artificial intelligence.

Tech companies are racing to dominate a speculative future built on AI. Together, Amazon, Microsoft, Meta, and Google's parent, Alphabet, have said they'll spend at least $320 billion this year alone on facilities and equipment, overwhelmingly for AI.

Over several months, a team of Business Insider reporters and editors has delved deep into this nationwide infrastructure project. To create a comprehensive national list of data centers, we looked at the mass of permits to build these facilities. We learned how much water and electricity these places use, or are expected to, and the consequences for people's everyday lives.

Business Insider identified 1,240 data centers in America already built or approved for construction at the end of last year — the most comprehensive tally to date. That's nearly four times the number in 2010. Hundreds of those are the "hyperscalers" spinning up largely to power AI, the physical instantiation of a vast bet on a multitrillion-dollar reimagining of the global economy.

Tech companies envision a world where AI algorithms can replace doctors, make uncannily accurate disaster predictions, come up with universe-altering theories, act as personal assistants, teach our kids, or provide, ahem, companionship.

"You have to have the ability to create, right?" says Cortney Thompson, chief information officer and cofounder of Lunavi, which owns the Cheyenne data center. "Whether that's on somebody else's platform, whether it's your own infrastructure, you have to have those resources available to create and innovate."

That's the possible upside. Business Insider's analysis exposes the downsides — the costs we're paying now.

We found that four out of 10 US data centers are (or are set to be) in places seriously short of water, and some of those facilities are permitted to guzzle millions of gallons a day.

Collectively, Business Insider estimates, US data centers could soon consume more electricity than what Poland, with a population of 36.6 million, used in 2023. Federal estimates expect that to as much as triple over the next three years.

The power plants that fuel that need will emit enough pollution to cause between $5.7 billion and $9.2 billion a year in public health costs, according to Business Insider estimates.

Taxpayers are subsidizing much of this boom, as local governments vie for projects they hope will refashion their towns into high-tech hubs with high-paying jobs. Business Insider found that many cities in places like central Ohio are giving sweeping tax breaks to tech giants that over years amount to $1 million or more for each long-term job.

Industry representatives say they're working to reduce or offset the drawbacks — investing billions of dollars a year in green energy infrastructure, paying to restore water sources, and building more efficient tech. They point out that they're responding to demand from consumers and corporations for a technology that could transform not just apps or devices but society itself. They believe the resource investment will be worthwhile.

Either way, the bills are coming due.

Secret costs

Virginia today is full of data centers — 329 of them, handling as much as a third of the planet's internet traffic and consuming almost a fourth of the state's electricity in 2023. There, and throughout the US, their construction is regulated by counties and regional utilities. Since regulating American land use is typically a local matter, data center construction usually gets brokered between the private-jet-flying, expensive-suit-wearing representatives of transnational technology oligopolies and, like, Dave from the local planning commission.

As an indirect consequence of that lopsided relationship, the amount of electricity and water those data centers use has been, effectively, secret — until now.

A person walking next to a data center
An Amazon data center in Loudoun County, Virginia — one of 329 such facilities built or planned in Virginia.  Greg Kahn for BI

Data centers draw power from the local utility grid. But they have to run 24/7, so if that power goes out, they rely on backup generators that burn diesel fuel or natural gas. To run them, data center owners must get permits, which require an accurate accounting of their emissions. That output maps to the data center's power needs. By obtaining 1,240 permits from across the US, Business Insider calculated the potential near-term ecological footprint of every US data center owner, based on our estimate of how much electricity data centers typically use relative to the capacity of their backup systems. (See here for more on Business Insider's methodology.)

Amazon tops the list. Business Insider's estimate indicates that if it builds all the data centers it has planned, it would use 30 to 48 terawatt-hours a year. At the midpoint, that would be around the same amount of electricity the state of Nevada used in 2023.

An Amazon spokesperson said Business Insider's methodology for estimating consumption "oversimplifies complex data center operations and is based on assumptions that do not account for important differences in how companies build and operate data centers."

Google and Meta did not respond to Business Insider's queries about data center power use estimates, and QTS declined to comment. A Microsoft spokesperson acknowledged that its data centers "do not always run at 100% of their installed capacity."

The federal government estimates that demand for electricity will rise more this decade than it has since the 1980s; some calculations say data centers account for as much as 44% of that growth. Meeting that new demand will mean keeping older, dirtier generation capacity online — climate crisis and carbon commitments be damned.

Water is the most effective way to cool down the hotter, more closely packed graphics processing units that AI relies on. And that water often has to be fresh. Data centers are finicky drinkers.

In 2018, before the AI boom, US data centers consumed 34 billion gallons a year — just about what the state of California uses every day. Just seven years later, the US has doubled its data center capacity.

Now, here is where you'd expect a story like this to tell you how much water any data center of a given size uses. That's almost impossible. Just half of all data center operators track their water use, and it's wildly variable depending on size and technology.

Power lines in front of a coal-fired power station
A natural gas plant run by Dominion Energy in Virginia. Data centers need vast amounts of electricity.  Greg Kahn for BI

Thanks to the air permits Business Insider examined, we can at least tell you where those data centers are. That's important because, given their needs, you might think that companies would site them near ready supplies of fresh water. They often don't.

In fact, 40% of the data centers in the US are (or are set to be) in places marked by the World Resources Institute — a sustainability advocacy group — as having high or extremely high water scarcity. That includes multiple parts of the arid American Southwest — like Arizona's Maricopa County, an "extremely water-stressed area" with 48 data centers.

Data center builders know all this, and they take water seriously. The biggest water users have pledged to do better — to be water-neutral in coming years, to pay other users to use less, or to fund water conservation projects as offsets. And they point out that just because they have permission to use millions of gallons of water a day doesn't mean they will — and where water is scarce, they tend to favor air-cooling tech instead.

Of course, air cooling needs power. And however much they draw, data centers' power needs are big enough that they tend to raise local electricity bills for everyone, Business Insider found — whether homes or Walmarts.

Their punishingly noisy cooling fans run all day and all night, making it tough for some who live near data centers. Every drop of water that goes to a data center could've gone to a home, or a different industrial or agriculture use — and outflows from the cooling systems risk polluting local waterways.

A future reckoning

Technological improvements could obviate this someday. More efficient heat exchangers could solve the cooling problem. A more flexible power grid or AI that uses far less energy might solve the power problem.

Tall utility pipes stretching through green fields.
Transmission lines in Maricopa County, Arizona. Utilities plan to invest billions to upgrade electricity grids for skyrocketing data center power demand.  Jesse Rieser for BI

Though some utilities are bringing new fossil-fuel plants online, renewable solutions are emerging — a few miles from the data center in Cheyenne, a massive solar farm is rising alongside hundreds of already-spinning wind turbines.

We can marvel at new applications like real-time language translation or more accurate cancer diagnoses. We can scoff at the latest chatbot hallucination — or worry about policy or military decisions made not in the White House or the Pentagon but in data centers guided by algorithms few understand. All this happens while water aquifers drain and electricity bills climb.

A handful of transnational corporations are offering this proposition: They will usher in an age of technological wonder in return for the opportunity to make a tremendous amount of money. State after state is giving them more money, and reorienting entire regulatory structures, to let them do it. If the AI revolution delivers, perhaps the ledger eventually balances. If not, we'll be left with the receipts for a future that never arrived.


Watch Business Insider's documentary, which identifies how data centers have transformed landscapes and how people living nearby are also counting the cost.


Adam Rogers was a senior tech correspondent at Business Insider, covering science, technology, and culture.A longtime science journalist, Adam wrote about how technological and economic trends play out in daily life. He wrote about how America can get back to building big infrastructure, and on the tech-capital-funded attempt to create a new city north of San Francisco. Adam's articles on how San Francisco and other cities could deal with the "doom loop" of the economic hangover from Covid and work-from-home won an SF Press Club Award. He often writes about how people integrate tech into their daily lives, or fail to — as with learning to cook with induction surfaces instead of gas flames, or the difficulties even tech-savvy older people often have with constantly-updated phones and laptops. Adam has also written about strange interactions between technology and the natural world, such as the possible influence of brain parasites on start-up culture and how a likely manufacturing error resulted in LED streetlights turning purple in cities across North America.Adam also writes about the politics and philosophy of Silicon Valley, delving into the extensive canon of OpenAI boss Sam Altman, or example, or tying American tech's recent rightward shift to the thinking of the investor Peter Thiel.Prior to joining Insider, Adam was a longtime editor and writer at Wired, where he wrote one of the most-read stories on the internet, explaining the science of why some people saw a dress in a photograph as blue and others saw it as white. He is the author of the 2014 New York Times bestseller Proof: The Science of BoozeProof was also named a Best Science Book of 2014 by Amazon, Wired, the Guardian, and NBC, won the 2014 Gourmand Award for Best Spirits Book in the United States, and was a finalist for the 2015 PEN/E.O. Wilson Literary Science Writing Award. Adam is also the author of the 2021 book Full Spectrum: How the Science of Color Made Us Modern.It's possible Adam is the only journalist who has attended both San Diego Comic-Con and the White House Correspondents Dinner. You can reach him via his website.
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Hannah Beckler
Hannah Beckler is a correspondent on Business Insider's enterprise team. She recently reported on the data center construction boom's impact on water, power, pollution, and local economies. "The True Cost of Data Centers" series won a 2025 George Polk Award in environmental reporting. Hannah's previous investigative reporting on attack-trained prison patrol dogs won a 2024 National Magazine Award in Video, the 2024 Hillman Award in Newspaper Journalism, the 2024 Headliner Award in News Video (10-30 minutes), and the 2023 Front Page Award for Investigative Reporting Online. Hannah was a finalist for the 2024 Livingston Award and the 2025 Livingston AwardIn 2022, Hannah contributed to Business Insider's investigation on homicidal violence against transgender people, which won the 2023 Scripps Howard Award for Distinguished Service to the First Amendment.Get in touch! Contact this reporter by email at hbeckler@bjinnox.com. You can also share documents anonymously with Hannah by mail to:Attn: Hannah BecklerBusiness InsiderOne Liberty Plaza, 8th FlrNew York, NY 10006
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Dakin Campbell
Dakin Campbell was a chief correspondent on Business Insider's enterprise team until May 2026. He has covered the environmental and societal impacts of AI, the underbelly of reality TV, corporate governance battles at Goldman Sachsromantic entanglements in a Texas bankruptcy court, and the murky world of private equity fees, among others. He has won numerous journalism awards, including a Barlett & Steele and a Polk.Before joining BI in 2018, Dakin spent a decade at Bloomberg News. He’s a graduate of Cornell University and Columbia University, and once held the CFA charter — until he stopped paying dues.He can be reached on Signal at dakin.11, at his personal website, and on Twitter, Bluesky, and LinkedIn.