systems can be difficult to observe and may vary substantially by location, cooling design, and electricity source. A 2025 Communications of the ACM article summarised methods for estimating AI water footprints and emphasised the distinction between water withdrawal and water consumption.

Li and colleagues estimated that global AI water withdrawal could reach 4.2-6.6 billion cubic metres in 2027 under the scenarios examined in their article. Using GPT-3,