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cff-version: 1.2.0
message: "If you use this calculator or its methodology, please cite it as below."
title: "CO₂ Impact Calculator for AI Inference"
version: "2.3"
date-released: "2026-06-09"
license: "MIT"
url: "https://github.com/berget-ai/co2-calculator"
repository-code: "https://github.com/berget-ai/co2-calculator"
abstract: >
A vendor-neutral, scientifically-grounded CO₂ emissions calculator for AI inference
workloads. Covers GPU operational energy, server infrastructure, datacenter cooling
(PUE), hardware embodied carbon, and training amortisation. Based on the Green
Software Foundation's SCI-AI specification. Methodology reviewed by Stockholm
Environment Institute (SEI).
authors:
- family-names: "Landgren"
given-names: "Christian"
affiliation: "Berget AI"
keywords:
- AI
- carbon footprint
- LLM
- inference
- sustainability
- green software
- CO2
- SCI-AI
references:
- type: article
authors:
- family-names: "Gupta"
given-names: "Udit"
title: "Chasing Carbon: The Elusive Environmental Footprint of Computing"
year: 2021
url: "https://arxiv.org/abs/2011.02839"
- type: article
authors:
- family-names: "Fu"
given-names: "Zhenxiao"
title: "LLMCO2: Advancing Accurate Carbon Footprint Prediction for LLM Inferences"
year: 2024
url: "https://arxiv.org/abs/2410.02950"
- type: article
authors:
- family-names: "Luccioni"
given-names: "Alexandra Sasha"
title: "Power Hungry Processing: Watts Driving the Cost of AI Deployment?"
year: 2024
url: "https://arxiv.org/abs/2311.16863"