Policy intervention is critical to ensuring AI data centers operate efficiently. Solutions include grid integration requirements, efficiency targets, transparency requirements, and financial incentives. Collaboration between industry and regulators is key to ensuring best practices, setting efficiency standards, and avoiding unnecessary infrastructure expansion. Implementing these measures as soon as possible will allow the United States to lead in AI development while ensuring that AI infrastructure is energy efficient, grid compatible, and environmentally responsible.