Contrary to fears that AI will destabilize global emissions, researchers have shown that current adoption trends contribute little to national carbon footprints, and could even help drive cleaner technologies and smarter energy systems.

Letter: Watts and bots: the energy implications of AI adoption. Image Credit: Inkoly / Shutterstock
New research from the University of Waterloo and the Georgia Institute of Technology challenges the widespread assumption that artificial intelligence poses a significant threat to the global climate. The findings suggest that AI’s contribution to global greenhouse gas emissions is minimal and could ultimately support both environmental and economic progress.
Energy Use and National-Scale Impact
The researchers merged U.S. economic data with estimates of AI integration across industries to assess the environmental implications of continued adoption along current trends. Although AI’s electricity consumption in the United States is comparable to the total national energy use of Iceland, this amount remains negligible when viewed at national or global scales.
According to the U.S. Energy Information Administration, the U.S. economy still relies on petroleum, natural gas, and coal, with approximately 83 percent of its energy needs met by these sources. Within this context, the incremental demand from AI has little impact on shifting the overall emissions profile.
Local Effects Remain a Consideration
While the national-level impact is minimal, the study notes that communities hosting data centers may experience significant increases in electricity demand and related emissions. These localized effects arise because electricity generation remains uneven across regions.
Dr. Juan Moreno-Cruz, a professor in the Faculty of Environment at Waterloo, explains that some areas may experience a doubling of electricity production needs, even though the broader climate consequences remain modest.
Opportunities for Environmental and Economic Gains
The analysis also highlights potential benefits. The authors point out that AI could accelerate the development of cleaner technologies, optimize energy systems, and drive efficiencies that lower emissions.
For stakeholders concerned that AI poses a significant threat to climate stability, the findings offer a more nuanced perspective: current energy demands are manageable, and the targeted use of AI may contribute to long-term sustainability goals.
Future Research Directions
The study, published in Environmental Research Letters as "Watts and Botts: The Energy Implications of AI Adoption," examined U.S. economic sectors and the proportion of tasks within them that AI could potentially perform. The research team plans to repeat this analysis across additional countries to assess how AI adoption may influence emissions in other regions of the world.
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