U.S. data centers are consuming record volumes of water to cool the chips powering Artificial Intelligence. This surge stems from the intense heat generated by high-density GPU clusters. Operators now face mounting pressure to adopt liquid cooling or air-cooled alternatives. These infrastructure shifts determine whether AI scaling remains environmentally sustainable for local utilities.