A 25% Cooling Gain Means Nothing If the Water Is Gone

The commercial narrative around AI-optimized cooling is coherent on its own terms: reduce power usage effectiveness, lower operating costs, shrink the carbon footprint per compute unit. Schneider Electric's argument that follows the same logic. But efficiency metrics are calculated against energy consumption, not water withdrawal — and those two inputs are governed by entirely different legal and physical regimes.