Virginia Tightens Data Center Oversight and Launches an AI Task Force

Virginia is taking a more cautious approach to the infrastructure powering the artificial intelligence boom. Gov. Abigail Spanberger signed Executive Order 22, directing the state to address data center development, environmental effects, and AI-related risks through a more coordinated policy framework. In a state widely regarded as a global data center hub, the move could give local communities a stronger voice while making some approvals more demanding.

What the order does

The executive order includes several measures with direct implications for data center projects:

• Limits nondisclosure agreements: Executive branch officials will be barred from signing NDAs for data center projects, a step intended to improve public visibility into development plans.
• Speeds up noise rules: The state will pursue expedited noise regulations in response to concerns about construction and the continuous operation of data center equipment.
• Reviews backup generation: Officials will examine how backup-generation systems used by data centers operate and what effects they may have.
• Creates an AI task force: The task force will assess risks such as workforce displacement and data privacy, while considering how existing law could be applied to harms connected to AI.

Spanberger also released a Data Center Accountability Framework. Its priorities include ending some forms of “by-right approval,” under which developers can build on certain land without additional approvals; reconsidering some state subsidies; establishing environmental guardrails; and protecting residents from energy-price increases associated with data center growth.

Why the move matters

Data centers are essential to expanding AI services, but they also create local concerns involving noise, electricity demand, backup power, emissions, and land use. Virginia’s approach suggests that AI policy is increasingly moving beyond model safety and privacy to include the physical infrastructure that makes AI systems possible.

The state is acting amid limited movement on comprehensive federal policy. California, New York, and Texas have also taken executive action related to AI safety or data center expansion. That places states and local governments at the center of a policy experiment: how to attract investment while ensuring that infrastructure costs are not shifted onto nearby residents.

The new framework is not without critics. The Piedmont Environmental Council has argued that the measures focus primarily on future data centers and do not fully address facilities that are already operating or in the pipeline. That criticism highlights a central implementation challenge: changing approval standards may affect future projects, but it does not automatically resolve the energy, environmental, and community impacts of existing development.

The effectiveness of Virginia’s policy will therefore depend less on the announcement itself than on whether the state can create transparent, enforceable, and continuous review processes. As data centers remain central to AI expansion, electricity, land use, environmental protection, and privacy will increasingly need to be handled as connected policy questions.

Source: The Verge AI