The rapid expansion of AI data centers significantly increases energy demand, challenging existing grid infrastructure. Leveraging AI and grid edge intelligence offers solutions to optimize capacity, defer costly upgrades, and integrate distributed energy resources, ensuring affordability and sustainability.