Sustainability & AI

Sustainable AI

An umbrella for developing and deploying AI within environmental limits and social safeguards across its life cycle.

Emerging · Editorial draft · Last reviewed 21 Aug 2026

Definition

An umbrella concept covering both the use of AI to advance sustainability goals ('AI for sustainability') and reducing the environmental and social impact of AI itself ('sustainability of AI').

Quick reference

At a glance

Subject
Sustainability & AI
Editorial status
Editorial draft
Definition status
Emerging
Last updated
21 August 2026

References

AI and Ethics 2021van Wynsberghe — Sustainable AI: AI for sustainability and the sustainability of AI

This source provides part of the technical or institutional basis for the definition.

Communications of the ACM 2020Schwartz et al. — Green AI

This source supports the explanation of how the term is applied, measured or governed in practice.

Overview

What it means

The dual framing comes from van Wynsberghe's 2021 paper, which defined Sustainable AI as change across the entire AI life cycle toward ecological integrity and social justice. The second branch — AI's own footprint and supply chain — has historically received less attention than the first.

How it is used

The term structures policy programmes, research agendas and corporate strategies: application portfolios (climate modelling, biodiversity monitoring) on one side; footprint management, efficient models and responsible hardware sourcing on the other.

Why it matters

Keeping both branches in one term prevents a common sleight of hand: showcasing AI-for-good applications while externalising the costs of the infrastructure underneath. Sustainable AI insists the ledger be read whole.

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Classification
Emerging
Review stage
Editorial draft
What the classifications mean

This term is classified as Emerging

EstablishedMultiple definitionsContestedEmergingCurrentIndexed