AI's environmental strain from data centers and resource exploitation is causing growing public concern. Communities face water shortages and e-waste issues while AI promises resource management improvements. AI can enhance grid efficiency and climate modeling, offering local benefits. However, equitable distribution of AI's economic gains remains a significant global challenge. Spreading AI development geographically can ease resource pressures and foster local capabilities.