This report examines the environmental footprints of the energy required to power artificial intelligence's (AI’s) rapid expansion. It frames AI’s environmental footprint as a governance and justice challenge, not only a technical problem. The benefits of AI often flow across borders and sectors, while the environmental burdens can be concentrated in specific communities and regions.