Per-prompt / personal use:
Google Cloud, "Measuring the environmental impact of AI inference" (21 Aug 2025) -
link · Epoch AI, "How much energy does ChatGPT use?" (Feb 2025) -
link · MIT Technology Review AI energy series (May & Aug 2025) · Hannah Ritchie, "What's the impact of AI on energy?" -
link · Sam Altman, "The Gentle Singularity" (Jun 2025).
Data centres, grid & emissions:
IEA,
Energy and AI (Apr 2025) -
link · LBNL,
2024 United States Data Center Energy Usage Report (Dec 2024) -
link · Patterson et al., "Carbon Emissions and Large Neural Network Training" (2021) · Strubell et al. (2019) & its later corrections · Luccioni et al., "Carbon Footprint of BLOOM" (JMLR 2023) · Google 2024 & Microsoft 2024 environmental/sustainability reports.
Water, e-waste, mitigations:
Li, Yang, Islam & Ren, "Making AI Less Thirsty" (arXiv 2304.03271 / CACM 2025) · Wang et al., "E-waste challenges of generative AI" (
Nature Computational Science, Oct 2024) · Xu/Ricks/Jenkins et al.,
Joule (Jan 2024) on clean-power matching · Luccioni et al., "From Efficiency Gains to Rebound Effects" (FAccT 2025) · Constellation, Kairos Power and X-energy nuclear announcements (2024) · EU Energy Efficiency Directive & AI Act reporting provisions.
Full source URLs with confidence ratings are held in the research file accompanying this briefing.