List of key readings

Frugal AI: Introduction, Concepts, Development and Open Questions

This report provides a comprehensive overview of Frugal AI, emphasizing its role in promoting cost-effective and sustainable innovation within resource-constrained environments. It explores the environmental impact of AI technologies, the importance of optimizing AI systems for efficiency and accessibility, and discusses various strategies and open questions related to the development and implementation of Frugal AI.

April 2025
Orange
English

ICT energy evolution: Telecom, data centers, and AI

A detailed analysis of the ICT sector’s electricity consumption, highlighting that while data traffic has grown exponentially, energy use has increased only modestly due to efficiency improvements, with future growth influenced by AI developments.

April 2025
Ericsson
English

Energy and AI

This report aims to fill this gap based on new global and regional modelling and datasets, as well as extensive consultation with governments and regulators, the tech sector, the energy industry and international experts. It includes projections for how much electricity AI could consume over the next decade, as well as which energy sources are set to help meet it. It also analyses what the uptake of AI could mean for energy security, emissions, innovation and affordability.

April 2025
International Energy Agency
English

Semiconductor Emission Explorer: Tracking Greenhouse Gas Emissions from Chip Production (2015-2023)

Analysis of greenhouse gas emissions from global chip manufacturers between 2015 and 2023, highlighting key trends and the need for improved reporting standards.

March 2025
interface
English

Artificial intelligence, data, computation: what infrastructure for a low-carbon world?

An interim report exploring the environmental impact of AI and data centers, focusing on energy consumption and carbon emissions.

March 2025
The Shift Project
French

Artificial Intelligence and electricity: A system dynamics approach

A detailed examination of how artificial intelligence affects electricity consumption, exploring various scenarios and sustainability implications.

December 2024
Schneider Electric Sustainability Research Institute
English

Navigating AI’s Thirst in a Water-Scarce World: A Governance Agenda for AI and the Environment

A report highlighting the significant water and energy demands of AI and data centers, and emphasizing the urgent need for holistic environmental disclosure and governance to mitigate risks to ecosystems and communities in a context of global water scarcity.

February 2025
Nature Finance
English

Artificial Intelligence for Climate Action in Developing Countries: Opportunities,
Challenges and Risks

This information note has been prepared by the Technology Executive Committee (TEC) as part of the TEC rolling workplan 2023-2027. It provides an overview of the opportunities, risks and challenges of using artificial intelligence (AI) for climate action in developing countries, with a focus on least developed countries (LDCs) and small island developing States (SIDS).

November 2024
United Nations Climate Change (UNCC)
English

Please find a comprehensive list of key papers for decision-makers
on the environmental sustainability of AI by visiting our dedicated page.

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Coalition for Sustainable AI
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