Data center water consumption in the United States is surging to meet the cooling needs of AI workloads. High-density GPUs generate extreme heat, requiring millions of gallons for thermal management. This resource strain forces infrastructure providers to seek more efficient cooling methods. Practitioners must now weigh model performance against escalating environmental costs.