Elon Musk’s artificial intelligence firm, xAI, is facing the threat of a major lawsuit over alleged violations of the Clean Air Act at its “Colossus” AI data center in Memphis, Tennessee. On behalf of the NAACP, the Southern Environmental Law Center (SELC) issued a 60-day notice of intent to sue the company, bringing environmental justice concerns to the forefront of the rapidly expanding AI industry.

The legal challenge centers on at least 35 natural gas turbines xAI installed to power the massive computing facility, allegedly without the required pre-construction or operating air permits. The SELC notice claims these turbines are emitting harmful pollutants, including nitrogen oxides and formaldehyde, and that xAI failed to implement the “Best Available Control Technology” to limit emissions, as required by federal law. “Over the last year, these turbines have pumped out pollution that threatens the health of Memphis families,” said SELC Senior Attorney Patrick Anderson, who noted that four formal requests for local authorities to enforce the law had gone unanswered.

The facility’s location in South Memphis, near the predominantly Black community of Boxtown—an area already burdened with a cancer risk four times the national average—has prompted the NAACP to frame the issue as a case of “environmental racism.” The civil rights organization is seeking an injunction to halt the pollution, in addition to civil penalties and litigation costs. In a statement, xAI maintained that its “temporary power generation units are operating in compliance with all applicable laws.”

The dispute highlights the immense energy demands of the AI sector. The U.S. Department of Energy projects electricity demand from data centers could triple by 2028, and a recent McKinsey report estimated that $6.7 trillion in global investment will be needed to meet this demand by 2030. The xAI facility in Memphis is just the beginning, with the company already building a second, larger “Colossus 2” data center projected to require at least 1 gigawatt of power.