What it's like inside the data centers powering the AI boom
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Photo illustration: Sarah Grillo/Axios. Photos: Amy Harder/Axios and Jason Henry/Bloomberg, Sandy Huffaker/AFP via Getty Images
ASHBURN, Va. – A test server hall tucked inside America's "data center alley" offers a rare firsthand look inside the AI boom.
Why it matters: Seeing how AI is physically made helps sharpen our understanding of the unprecedented data center buildout that is becoming increasingly unpopular around the country.
Behind the scenes: I recently toured an innovation lab by Digital Realty in Northern Virginia, home to the world's largest concentration of data centers.
- Digital Realty is one of the world's oldest and most established data center operators.
- The lab, which opened in September, allows the company to test new technologies and show visitors — like customers, lawmakers and journalists — what it's like to be inside.
- A similar one opened in London in June.
Inside the room: I was immediately hit with what I can only describe as "demented white noise."
- The sound comes from fans cooling racks of AI chips that generate enormous amounts of heat.
- It felt like standing inside one giant computer. Even beneath my feet, a glass floor revealed pipes and other infrastructure helping keep the servers cool.
Zoom in: At the bottom of one of the closet-sized racks sat a gold-colored Nvidia AI system packed with multiple AI chips.
- The gold is intentional — but not real. "Gold is associated with high value and performance," Nvidia spokesperson Kira Sarkisian said by email.
- "That's about $1 million right there," said my tour guide, Digital Realty engineer Tor Nyström, referring to the entire rack.

Reality check: Getting inside a data center is not easy.
- Some companies flatly declined my request for a tour, while others require signing a non-disclosure agreement to get inside the walls of a campus (server halls are typically off-limits altogether).
Friction point: This type of secrecy is part of what's fueling the backlash against data centers, alongside strains on electricity and local water supplies.
My thought bubble: Digital Realty let me photograph its innovation lab and tour a nearby campus under construction. I came away convinced companies can show the public how these facilities work without revealing proprietary information.
The big picture: AI feels invisible. It isn't. It's racks of servers, cables, cooling systems and enormous amounts of electricity — and sometimes water.
- Compared with an offshore wind farm or an underground coal mine, it's remarkably uneventful. That's by design.
- If excitement is happening inside a data center, something has probably gone wrong.
Zoom out: After the tour of the test server hall, we drove a few miles to what Digital Realty calls its Digital Dulles campus, which could eventually include 13 data centers with an investment north of $10 billion over the next decade.
State of play: The most notable parts of a data center are also the most controversial: the infrastructure needed to power and cool AI. Otherwise, from the outside, data centers look like massive, windowless warehouses.
- Multiple electricity substations are visible, along with whatever cooling technology is used, which includes either huge water-filled cooling tours or rows of dozens of industrial air conditioners that require large amounts of power.
- Although plans are still being finalized, Digital Realty anticipates these data centers will use a type of cooling that relies more on energy than water.
- This means no huge cooling towers were on site, which would be easily visible at those that do use water-based cooling.
Stunning stat: I counted almost 40 diesel generators hooked up to one data center building.
- Digital Realty spokesman Kevin Gundersen said those are only used for backup power purposes and occasional testing, so they aren't on most of the time.
- Normally, the campus draws power from the broader electricity grid. In Virginia, that's largely natural gas and nuclear power.

What's next: In a sign of the AI's global footprint, Digital Realty is eyeing at least three more locations for new innovation labs: Singapore, São Paulo, Brazil and Johannesburg, South Africa.
