xAI's Power Play: Who Pays the Price for AI's Electricity?

The AI model answering your questions right now might be running on power generated in someone else's backyard—without their consent, and possibly without proper permits.

A Hearing Scheduled for Election Morning

On Tuesday, March 11, the Mississippi Department of Environmental Quality convened a board meeting to decide whether to grant xAI permits to build a large natural gas power plant in Southaven, Mississippi. The timing raised immediate flags: it was Election Day for the state's 2026 primary. The location raised more: the hearing was held in Jackson, the state capital, nearly 200 miles from Southaven, where the plant would actually be built.

The NAACP had written to MDEQ just days earlier, asking that the meeting be rescheduled and moved closer to the affected community. The letter was pointed: "This is not only a civic duty conundrum, but an unnecessary financial burden to Black residents and individuals who live in low-income and other communities near the facility." MDEQ denied the request, citing its decades-long practice of holding board meetings on the second Tuesday of each month.

The NAACP called the response telling. "They're trying to sneak xAI's data center into the community's backyard and they don't care about the people living there," the organization said in a public statement.

The Turbines That Were "Temporary"

To understand why tensions ran this high, you have to go back further. xAI has been operating more than a dozen natural gas turbines simultaneously in Southaven—labeled "temporary"—to power its data center operations. The company argued these didn't require federal permits. Environmental compliance experts disagreed. Researchers at the University of Tennessee found that xAI's turbine use had measurably worsened air quality across greater Memphis.

At a public hearing on February 17, roughly 200 residents showed up to object. They weren't fringe protesters. Physicians, teachers, parents, and local officials all spoke. Taylor Logsdon, a mother of three, captured the mood plainly: "We are slowly falling out of love with where we have decided to grow our family. It's no coincidence that this is happening now. And I feel it will only get worse."

Sponsored

Advertise with Us

[email protected]

Sponsored

In February, the NAACP filed a notice of intent to sue xAI over alleged Clean Air Act violations—a formal legal step that signals the dispute is heading well beyond public comment periods.

The $1.25 Trillion Context

None of this is happening in a vacuum. Earlier this year, xAI merged with SpaceX, valuing the combined entity at $1.25 trillion. Since its founding in 2023, xAI has positioned itself as the primary challenger to OpenAI in the generative AI race. Its Colossus data centers in Memphis—just across the state line from Southaven—are among the largest AI compute facilities in the world.

The Southaven project, including the proposed power plant and a new data center called Macrohardrr, is xAI's bid to own its energy supply rather than depend on the grid. Last week, at a White House meeting, tech executives including those from xAI signed non-binding pledges to self-power their facilities. The Mississippi plant is, in effect, that pledge made concrete.

The broader backdrop matters here: AI's electricity consumption has become one of the contributing factors to rising utility bills across the United States. When data centers draw from the grid, ordinary households absorb part of that cost. Self-powered facilities reduce that pressure—but shift a different kind of cost onto the communities where the plants are built.

Who Wins, Who Loses

The economics of this situation are worth mapping clearly.

xAI and its investors benefit from vertical integration: controlling your own power supply means lower operating costs and fewer regulatory dependencies over time. Mississippi gets investment dollars and jobs—xAI has committed billions to the region. State regulators, operating within their standard procedures, appear to see this as routine permitting.

The residents of Southaven—disproportionately Black and lower-income—get the noise, the particulate matter, and the health uncertainty. They also get a hearing held three hours away on the one day many of them are meant to be at the polls.

There's a larger pattern here that goes beyond xAI. Community pushback and regulatory friction are already pushing some tech executives to explore data centers in more remote locations—or even, in early-stage discussions, in space. The question is whether that's a genuine solution or simply a way to move the problem somewhere less visible.