New Jersey AI Datacenter Accused of Breaking Federal Law with Dozens of Unpermitted Generators

The largest planned artificial intelligence datacenter in New Jersey faces accusations of violating federal law after investigators discovered the facility running dozens of gas-powered generators without proper permits. Thermal drone footage captured by non-profit newsroom Floodlight last week revealed the partly completed DataOne facility in Vineland was operating at least 45 of the site’s 62 generators at the time of the investigation.

The datacenter has stirred controversy since breaking ground in 2025 due to persistent noise complaints, unpermitted construction, and a contentious zoning process. Located approximately 40 miles outside Philadelphia, the facility is slated to provide artificial intelligence computing power to Microsoft as part of a $17 billion deal with Nebius, a Dutch AI infrastructure giant. The facility represents one of many across the United States that have faced opposition from local residents concerned about their environmental and health impacts.

The site’s tractor-trailer-size generators sit roughly one mile from two schools and emit substantial amounts of health-harming air pollution. These emissions have been linked to asthma, heart attacks, and even premature death according to environmental health research. None of the generators currently hold permits to operate, raising serious questions about regulatory compliance and public health protection in communities near rapidly expanding AI infrastructure.

Former EPA Official Calls Operations Illegal

Bruce Buckheit, a former Environmental Protection Agency air enforcement chief, told Floodlight that federal and state law requires DataOne to have a final permit before bringing those generators on site, and certainly before activating them. Buckheit, who served under multiple Republican administrations, believes the company’s activities represent a clear violation of established environmental regulations.

“DataOne’s activities violate federal law,” Buckheit stated, adding that the company should immediately stop operating the generators and pay a fine for “their illegal emissions.”

His assessment carries significant weight given his extensive background in federal air quality enforcement. Buckheit suggested enforcement action may come swiftly, noting administrative penalties could arrive soon. The severity of operating nearly four dozen industrial generators without environmental permits underscores the regulatory challenges facing the rapidly expanding AI infrastructure sector, where energy demands frequently outpace permitting processes.

State Environmental Agency Confirms No Permits Issued

A New Jersey Department of Environmental Protection spokesperson confirmed that the agency “has issued no permits, nor are any permit applications under review for power generators at the DataOne facility in Vineland.” This statement directly contradicts any assumption that the facility might be operating under pending applications or temporary authorizations while awaiting final approval.

The spokesperson revealed that the agency noticed the generators during a site inspection on July 29 and had yet to make “a full compliance determination.” Agency officials declined to answer follow-up questions about potential enforcement timelines, penalties, or whether the facility had been ordered to cease generator operations. This silence leaves open questions about how aggressively state regulators will pursue the apparent violations and what consequences DataOne might face.

The Environmental Protection Agency told Floodlight, after being presented with the investigation’s findings, that New Jersey’s regulators are responsible for air permitting oversight of the DataOne facility. This response effectively delegates enforcement authority to state-level agencies, though federal law still governs the underlying permit requirements.

Company Response and Corporate Silence

DataOne did not respond to questions regarding its unpermitted generators but issued a statement saying the company “remains committed to meeting all applicable environmental and permitting requirements.” The company’s refusal to address specific questions about why dozens of generators operate without authorization stands in contrast to its general commitment statement, leaving observers questioning the timeline and strategy for achieving compliance.

Nebius did not respond to requests for comment by publication time, while Microsoft declined to comment on the allegations. The silence from both companies involved in the $17 billion infrastructure deal raises questions about corporate accountability in the AI supply chain. Major technology companies increasingly face scrutiny over the environmental footprint of artificial intelligence operations, which require massive amounts of electricity and backup power generation to maintain continuous operations.

Broader Pattern of AI Infrastructure Conflicts

The Vineland controversy represents part of a broader pattern of community conflict surrounding AI datacenter development across the United States. These facilities demand extraordinary amounts of energy, often relying on backup generator capacity that can equal or exceed the primary power consumption of entire neighborhoods. Communities near proposed sites frequently express concerns about noise pollution, air quality degradation, and environmental justice when facilities locate near schools or residential areas.

The race to build artificial intelligence infrastructure has accelerated dramatically as technology companies compete to deploy large language models and other computationally intensive applications. This rush frequently creates tension between rapid deployment timelines favored by corporations and deliberate environmental review processes designed to protect public health. The DataOne case illustrates how this tension can result in alleged regulatory violations when companies apparently prioritize speed over compliance.

As artificial intelligence continues reshaping technology and business landscapes, the environmental costs of this transformation face increasing scrutiny. The unpermitted generator operations at DataOne’s Vineland facility may serve as a test case for how aggressively regulators will enforce environmental protections against the powerful economic interests driving AI infrastructure expansion. Residents living near the facility, particularly families with children attending nearby schools, await answers about when the air they breathe will be protected by the permits federal and state law requires.