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Everything you need to understand the environmental impact of AI

Created and maintained by Guillaume Pakula for Projet CelsiusUpdated on 13 November 2026
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Analysis20 October 2026

Why do estimates of AI's impact differ?

Calculated with French electricity, one question to an AI emits 0.012 gram of CO2e; Mistral AI publishes 1.14 gram, more than 90 times as much. These figures are accurate; they do not cover the same scope.

Read the analysis →
Estimate my useTool
Which AI?
3kgCO2eover a year, 21 km by car0.3 Wh per question, the hub's reference value (AI Impact Database).
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By Guillaume, Clément, Sébastien and Alexandre

The hub's data

World mapsCarbon intensity of electricity, low-carbon share, water stress, country by country.Explore the maps →
A phone resting on a keyboard, open on a conversation with an AI assistantYour AI use over one year3 kgCO2eequivalent to 21 km by carThe calculation toolsEstimate your usage, compare server countries, browse orders of magnitude.Open the tools →
Ranking11 November 2026

The Celsius ranking of consumer AIs

10 assistants rated out of 100: performance, ethics and environment.

Final score, out of 100Profile: performance, ethics, environment
Fiji: 278 gCO2e/kWhTanzania: 345 gCO2e/kWhWestern Sahara: no dataCanada: 191 gCO2e/kWhUnited States: 384 gCO2e/kWhKazakhstan: 805 gCO2e/kWhUzbekistan: 1,000 gCO2e/kWhPapua New Guinea: 514 gCO2e/kWhIndonesia: 680 gCO2e/kWhArgentina: 346 gCO2e/kWhChile: 290 gCO2e/kWhDR Congo: 28 gCO2e/kWhSomalia: 512 gCO2e/kWhKenya: 95 gCO2e/kWhSudan: 154 gCO2e/kWhChad: 622 gCO2e/kWhHaiti: 535 gCO2e/kWhDominican Republic: 538 gCO2e/kWhRussia: 450 gCO2e/kWhBahamas: 653 gCO2e/kWhFalkland Islands: 1,000 gCO2e/kWhNorway: 28 gCO2e/kWhGreenland: 150 gCO2e/kWhFrench Southern Territories: no dataTimor-Leste: 667 gCO2e/kWhSouth Africa: 699 gCO2e/kWhLesotho: no dataMexico: 474 gCO2e/kWhUruguay: 80 gCO2e/kWhBrazil: 110 gCO2e/kWhBolivia: 481 gCO2e/kWhPeru: 238 gCO2e/kWhColombia: 187 gCO2e/kWhPanama: 221 gCO2e/kWhCosta Rica: 24 gCO2e/kWhNicaragua: 301 gCO2e/kWhHonduras: 322 gCO2e/kWhEl Salvador: 139 gCO2e/kWhGuatemala: 302 gCO2e/kWhBelize: 170 gCO2e/kWhVenezuela: 86 gCO2e/kWhGuyana: 645 gCO2e/kWhSuriname: 322 gCO2e/kWhFrance: 41 gCO2e/kWhEcuador: 159 gCO2e/kWhPuerto Rico: 655 gCO2e/kWhJamaica: 563 gCO2e/kWhCuba: 643 gCO2e/kWhZimbabwe: 384 gCO2e/kWhBotswana: 851 gCO2e/kWhNamibia: 49 gCO2e/kWhSenegal: 540 gCO2e/kWhMali: 539 gCO2e/kWhMauritania: 512 gCO2e/kWhBenin: 584 gCO2e/kWhNiger: 674 gCO2e/kWhNigeria: 456 gCO2e/kWhCameroon: 226 gCO2e/kWhTogo: 423 gCO2e/kWhGhana: 469 gCO2e/kWhIvory Coast: 405 gCO2e/kWhGuinea: 181 gCO2e/kWhGuinea-Bissau: 625 gCO2e/kWhLiberia: 316 gCO2e/kWhSierra Leone: 48 gCO2e/kWhBurkina Faso: 562 gCO2e/kWhCentral African Republic: 0 gCO2e/kWhRepublic of the Congo: 716 gCO2e/kWhGabon: 523 gCO2e/kWhEquatorial Guinea: 644 gCO2e/kWhZambia: 120 gCO2e/kWhMalawi: 55 gCO2e/kWhMozambique: 129 gCO2e/kWhKingdom of Eswatini: 131 gCO2e/kWhAngola: 185 gCO2e/kWhBurundi: 184 gCO2e/kWhIsrael: 493 gCO2e/kWhLebanon: 390 gCO2e/kWhMadagascar: 432 gCO2e/kWhPalestine: 414 gCO2e/kWhGambia: 667 gCO2e/kWhTunisia: 560 gCO2e/kWhAlgeria: 633 gCO2e/kWhJordan: 530 gCO2e/kWhUnited Arab Emirates: 468 gCO2e/kWhQatar: 582 gCO2e/kWhKuwait: 635 gCO2e/kWhIraq: 683 gCO2e/kWhOman: 545 gCO2e/kWhVanuatu: 500 gCO2e/kWhCambodia: 499 gCO2e/kWhThailand: 546 gCO2e/kWhLaos: 232 gCO2e/kWhMyanmar: 503 gCO2e/kWhVietnam: 461 gCO2e/kWhNorth Korea: 341 gCO2e/kWhSouth Korea: 417 gCO2e/kWhMongolia: 816 gCO2e/kWhIndia: 670 gCO2e/kWhBangladesh: 696 gCO2e/kWhBhutan: 24 gCO2e/kWhNepal: 24 gCO2e/kWhPakistan: 347 gCO2e/kWhAfghanistan: 131 gCO2e/kWhTajikistan: 73 gCO2e/kWhKyrgyzstan: 153 gCO2e/kWhTurkmenistan: 1,306 gCO2e/kWhIran: 660 gCO2e/kWhSyria: 706 gCO2e/kWhArmenia: 212 gCO2e/kWhSweden: 35 gCO2e/kWhBelarus: 309 gCO2e/kWhUkraine: no dataPoland: 589 gCO2e/kWhAustria: 117 gCO2e/kWhHungary: 163 gCO2e/kWhMoldova: 633 gCO2e/kWhRomania: 251 gCO2e/kWhLithuania: 138 gCO2e/kWhLatvia: 139 gCO2e/kWhEstonia: 319 gCO2e/kWhGermany: 330 gCO2e/kWhBulgaria: 276 gCO2e/kWhGreece: 315 gCO2e/kWhTurkey: 475 gCO2e/kWhAlbania: 25 gCO2e/kWhCroatia: 159 gCO2e/kWhSwitzerland: 39 gCO2e/kWhLuxembourg: 123 gCO2e/kWhBelgium: 150 gCO2e/kWhNetherlands: 254 gCO2e/kWhPortugal: 128 gCO2e/kWhSpain: 154 gCO2e/kWhIreland: 257 gCO2e/kWhNew Caledonia: 561 gCO2e/kWhSolomon Islands: 636 gCO2e/kWhNew Zealand: 93 gCO2e/kWhAustralia: 525 gCO2e/kWhSri Lanka: 329 gCO2e/kWhChina: 525 gCO2e/kWhTaiwan: 633 gCO2e/kWhItaly: 285 gCO2e/kWhDenmark: 114 gCO2e/kWhUnited Kingdom: 217 gCO2e/kWhIceland: 28 gCO2e/kWhAzerbaijan: 632 gCO2e/kWhGeorgia: 146 gCO2e/kWhPhilippines: 588 gCO2e/kWhMalaysia: 602 gCO2e/kWhBrunei Darussalam: 892 gCO2e/kWhSlovenia: 183 gCO2e/kWhFinland: 58 gCO2e/kWhSlovakia: 95 gCO2e/kWhCzechia: 402 gCO2e/kWhEritrea: 578 gCO2e/kWhJapan: 477 gCO2e/kWhParaguay: 25 gCO2e/kWhYemen: 592 gCO2e/kWhSaudi Arabia: 692 gCO2e/kWhNorthern Cyprus: no dataCyprus: 489 gCO2e/kWhMorocco: 596 gCO2e/kWhEgypt: 563 gCO2e/kWhLibya: 827 gCO2e/kWhEthiopia: 23 gCO2e/kWhDjibouti: 450 gCO2e/kWhSomaliland: no dataUganda: 59 gCO2e/kWhRwanda: 354 gCO2e/kWhBosnia and Herzegovina: 571 gCO2e/kWhNorth Macedonia: 441 gCO2e/kWhSerbia: 696 gCO2e/kWhMontenegro: 264 gCO2e/kWhKosovo: 901 gCO2e/kWhTrinidad and Tobago: 682 gCO2e/kWhSouth Sudan: 643 gCO2e/kWh

Hover over a country to read its value; + and - to zoom.

World maps

Carbon intensity of electricity, country by country

Emissions from producing one kilowatt-hour, on a life cycle basis, 2025 or latest year published. The electricity for the same computation emits 14 times more CO2e in Poland than in France.

589Poland, gCO2e/kWh41France× 14Poland and France, same electricity
Sources: Ember and Our World in Data.

Go further

ToolUses

What is the footprint of a 250-word response with GPT-6.1 Sol ?

The 2 boxed words can be changed: the length of the text and the model. EcoLogits estimates, at the world electricity mix.

The 16 models, at each length →

GPT-6.1 Sol

A 250-word response, with the global electricity mix

0.39 gCO2e

equivalent to 2.7 m by combustion-engine car

0.78 Wh of electricity

GPT-6.1 Sol emits 19 times more than Claude Haiku 5.5

EcoLogits estimates, database of 14 October 2026, with the global electricity mix. CC BY 4.0.projetcelsius.com/en/ai

Frequently asked questions

Another question? Write to us →

0.3 Wh per question: the hub's reference value, bracketed by the only 2 values published by providers, 0.24 Wh measured by Google for Gemini and 0.34 Wh declared by OpenAI for ChatGPT, with no methodology.

Read the article ↗

AI Impact DatabaseVersion 0.4, 13 November 2026

The database on the environmental impact of AI

A figure for every use of AI, from a quick question to a whole country: calculated step by step, linked to its sources, free to reuse.

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The hub is run by Projet Celsius, an environmental strategy consultancy: Bilan Carbone®, life cycle assessment, climate regulation.

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