Skip to content
Get in touchFR
Updated in November 2026
Photo credit
Practical guide

A talk on the environmental impact of AI:
which speaker should you invite?

For a talk on the environmental impact of AI, the speaker is chosen according to the objective: researcher, association, team workshop or consultancy. In France, a one-hour talk booked through an agency costs €2,500 to €10,000 excl. VAT.

Guillaume Pakula
By Guillaume Pakula, co-founder of Celsius. Since 2019, he has helped 80+ organisations with their Bilan Carbone® and climate strategy.
November 2026
Updated November 2026 · 12 min
For a talk on the environmental impact of AI, the speaker is chosen according to the objective: a researcher for the state of knowledge, a team workshop to get people involved, a consultancy that works on AI data to move on to decisions. In France, a one-hour talk booked through an agency costs €2,500 to €10,000 excl. VAT, and free resources are enough to raise awareness. The figures have changed since 2023: a question to ChatGPT is estimated at 0.3 Wh, 10 times less than the figure circulating at the time.
Key takeaways
  • 1The format is chosen before the name: talk, workshop or training course.
  • 2A one-hour talk booked through an agency in France costs €2,500 to €10,000 excl. VAT.
  • 3Free resources make it possible to run an awareness session without an outside speaker.
  • 4The right speaker answers the room with sourced and dated figures.

On 16 September 2026, the French Senate's committee on regional planning and sustainable development adopted its report on the environmental footprint of artificial intelligence (AI) and its 16 recommendations, including a national awareness campaign. The demand already exists: the module of the Conseil national du numérique (the French Digital Council) for its Café IA public discussion sessions describes the environmental impact of AI as probably one of the questions the public asks most often.

AI talk

Which speaker for a talk on the impact of AI?

Full dot: stage offered on its pages or delivered in public. Half dot: it publishes material to prepare it.

The speaker gives the figures that matter, with their source and date: about 0.3 Wh for a written question to an AI, and the weight of an image, a video, a data centre.

The person organising, whether CSR (corporate social responsibility) manager, IT director, events officer or teacher, already has a date, an audience and a budget. What remains is to choose a format, then a name.

1What should the audience take away?

The same speaker does not suit a plenary of 300 people and an executive committee of 12. Before looking for a name, the organiser sets what the audience should know, do or decide when it leaves the session.

Raise awareness, get people involved or decide?

3 objectives cover most requests, and each calls for a different format:

  • To understand the orders of magnitude of a question, an image or a generated video, a talk of 45 minutes to 1 hour 30, questions included, is enough.
  • To change practices, the audience discusses its own uses and leaves with actions it has chosen: a workshop in small groups lends itself to this better than a presentation.
  • To decide for the organisation, an executive committee or elected members start from the organisation's actual uses, what they weigh and the usage rules to set.

Questions to settle with the speaker

4 pieces of information make up most of a request, and of a quote:

  • The audience and its size: a workshop is played in groups of 4 to 12 people depending on the game, whereas a talk is limited only by the room.
  • The time available, from 15 minutes for an online module to half a day for a full workshop.
  • The language: a session in English opens the choice to researchers from abroad, for a higher fee.
  • The date and the venue, which determine travel costs.

Questions from the floor also need preparing: the energy used by a question to ChatGPT, water, the weight of AI in digital pollution, whether it is worth boycotting it. The Café IA module suggests a dozen to start the debate, from personal use to the role of public authorities.

2Talk, workshop or training: which format should you choose?

The 4 formats differ in duration, group size and the share of time in which the audience speaks. The table sets them side by side, with a published example for each.

Formats

Talk, workshop, training and online module

Talkone expert, one room
Workshopin teams
Traininga small group
Moduleonline
Duration
45 min to 1 h 30, plus questions
2 h to 3 h 30
3 h at Fruggr
15 to 20 min
Group
The whole room
Tables of 4 to 12 people
One team
Each person alone, at their own pace
Audience
Listens, then asks questions
Builds the chain of impacts
Works on its AI projects
Reads and answers on a phone
Example
Shifters, Digital sufficiency for companies
Fresque du Numérique, Bataille de l'IA, Fresque de l'IA
Environmental impact of AI, Fruggr
AI and the environment, Carbone 4

The more the audience takes part, the smaller the group: a talk reaches a whole room, a workshop a dozen people per table.

Sources: pages of the Shifters, the Fresque du Numérique, Latitudes, Hub France IA, Fruggr and Carbone 4, read on 12 November 2026.

The talk

A talk lasts 45 minutes to 1 hour 30, followed by questions. The Shifters, volunteers of the Shift Project's association, for example announce 1 hour 30 and 30 minutes of questions for their talk on digital sufficiency in companies. The format reaches a large room and conveys orders of magnitude. The audience takes part mainly through its questions, hence the value of preparing them.

The team workshop

In a workshop, the audience itself builds, with cards, the chain that links uses to their impacts. 3 games deal with AI, each in its own way:

  • The Fresque du Numérique (Digital Collage) lasts 2 hours 30 to 3 hours 30 and covers all digital technology, AI included. The association advises calling on external facilitators for fewer than 50 people, and training your own facilitators beyond that.
  • The Bataille de l'IA (Battle of AI) from the association Latitudes is played in 2 hours, in groups of 4 to 5, on 5 issues of generative AI: environmental impact, reliability of information, personal data, intellectual property and bias.
  • The Fresque de l'IA (AI Collage) offered by Hub France IA lasts 3 hours, for 6 to 12 people from a management team, on the economic, social, environmental and ethical issues of AI.

This format requires small groups, a dozen people at most per table, and the environment is only one issue among others in the 2 games dedicated to AI.

Training and the online module

A training course goes further with a smaller audience. Fruggr offers a 3-hour course on the environmental impact of AI, which assesses it over its life cycle, for those who run AI systems. The Carbone 4 module lasts 15 to 20 minutes, is followed alone on a phone and gives orders of magnitude and good practice. It is free for an individual and can be adapted, on quotation, to a group of 10 people or more. To go as far as measuring uses, our AI Bilan Carbone® calculator (Bilan Carbone® is the French carbon accounting method) gives a first order of magnitude.

3Can you run a session without a speaker?

Yes, to raise awareness among a curious audience. Public resources provide the content, the running order and even the game.

Public resources

4 resources are enough to prepare a first session:

  • The Café IA "AI & Environment" module, published in May 2025 by the Conseil national du numérique with ADEME (the French Agency for Ecological Transition), Arcep (the French electronic communications regulator) and IGN, can be downloaded freely. It reviews the published studies and suggests session formats.
  • The Bataille de l'IA game is under a CC BY-NC-ND licence: an organisation uses it without modifying it, in a non-commercial setting, after free online facilitator training.
  • The EcoLogits calculator, an open tool from the CodeCarbon association, serves as a live demonstration: the room chooses a model and a volume of queries, and sees the electricity and the emissions.
  • We publish on the hub on the impact of AI (in French) and in its AI Impact Database (in French) 146 entries, sourced and dated, reusable under a CC BY 4.0 licence, which serve as a figures sheet for the facilitator.
Colourful cover of the Café IA "AI & Environment" teaching module, May 2025 edition, and its page 61, "Organising a Café IA on this subject", which lists the Bataille de l'IA and other session formats
The Café IA "AI & Environment" module, version 1.0 of May 2025: its cover and its page "Organising a Café IA on this subject". The Conseil national du numérique suggests session formats in it, including the Bataille de l'IA, and a dozen questions to start the debate. Conseil national du numérique, Café IA module "AI & Environment", pages 1 and 61, document cited

The limits of an internal session

A session without a specialist often runs into 3 problems:

  • Figures that diverge between sources: the water used by a query ranges from 0.26 to 45 millilitres depending on whether only cooling or the whole life cycle is counted, as detailed in our analysis of why estimates diverge (in French).
  • News that changes fast: the Senate report of September 2026, new measurements published by AI companies, new models every quarter.
  • The link with the organisation's uses: who uses which tool, for what, and what the whole weighs, which only a record of uses can tell.

For an audience that only wants to understand, a well-prepared internal session is often enough, with the overview of the impact of AI, the chain of its emissions and the comparison of ChatGPT, Claude and Gemini.

4What makes a talk on AI fail?

3 mistakes recur, and each can be spotted during preparation.

Figures from 2023

The most widely repeated figure, a question to ChatGPT at 3 Wh (watt-hours), or 10 times a Google search, comes from a 2023 calculation. The measurements published since bring it down to around 0.3 Wh, the value our hub uses. In May 2025 Google measured 0.24 Wh for the median text query of the Gemini app, in a study published in August, and OpenAI stated 0.34 Wh in June 2025 without publishing its method. The gap with a Google search falls to between 1.5 and 3 times.

For water, the "half-litre" per conversation has given way to 0.26 mL per query measured by Google for Gemini, about 5 drops, as explained in our article on the water footprint of AI. The sheet below sets out the questions the room asks most often, with the figure that answers each and its source.

Questions from the floor

Questions on the impact of AI and the figures that answer them

Does ChatGPT use more energy than Google?

About 0.3 Wh per written question, less than 2 % of a phone charge, or 1.5 to 3 times a Google search.

What about water?

0.26 mL per Gemini query, about 5 drops, for cooling alone. Up to 45 mL over the full life cycle.

And a generated video?

About 90 Wh for 5 seconds with the most downloaded open generator, as much as 300 written questions.

How much of data centres' use is AI?

Data centres consume more electricity than France, and AI takes from a fifth to more than a third of it.

Should you boycott AI?

For one person, a year of regular use weighs less on the climate than a meal with beef. The other risks fall under other criteria.

Each answer fits in one figure, its source and its date: this is the sheet to ask a speaker for before booking them.

Values from Projet Celsius's AI Impact Database and the blog articles, checked on 12 November 2026.

A message that blames or reassures

For one person, a year of regular AI use weighs less on the climate than a meal with beef, according to our calculation. Worldwide, data centres already consume more electricity than France, and AI accounts for from a fifth to more than a third of it depending on the estimates. The 2 figures are accurate. A talk that keeps only one of them either reassures wrongly or makes every question a source of guilt, and the room draws no decision from it.

The first criterion for an AI speaker is the ability to answer questions from the floor with sourced and dated figures.

A speaker with no material specific to AI

Climate, responsible digital and AI each have their own speakers. As at 12 November 2026, the Shifters' talk catalogue includes no talk dedicated to AI, although it offers one on digital sufficiency. The organiser therefore checks what the speaker has published or presented on AI itself, and on what date. The organiser also checks that the talk is not a vehicle for selling a tool: unsourced figures specific to the vendor are the most common sign.

5Which speakers should you invite?

The speakers are grouped here by type of event, from the largest to the smallest, based on their public pages as at 12 November 2026. The opening graphic sets them side by side, stage by stage.

For a large international event

Sasha Luccioni, a researcher who measures the electricity used by AI models, describes herself on her website as co-founder and chief scientist of a research and advisory firm on the environmental impact of AI. The profiles at the agencies Key Speakers and London Speaker Bureau still describe her as Climate Lead at Hugging Face. Her measurements of the electricity used by generated images and generated videos, published with her co-authors in 2024 and 2025, are those used in our AI Impact Database.

On her profile consulted on 12 November 2026, Key Speakers states a fee of 15,000 to 20,000 dollars, the lower end for a remote talk, the upper end in person in the United States, international travel extra. London Speaker Bureau gives her price on request. Her talks are given in English, which requires interpreting for a French-speaking audience.

For a symposium or an audience of researchers

The Observatory on AI's Environmental Footprint is a project of the AI and Society Institute of the ENS (École normale supérieure), supported by Capgemini. Its scientific leads are Aurélie Bugeau, professor of computer science at the University of Bordeaux (LaBRI), and Anne-Laure Ligozat, professor of computer science at LISN (Paris-Saclay) and at ENSIIE. The Senate fact-finding mission heard the Observatory on 27 May 2026. Its page publishes neither a speaking offer nor a price.

The CNRS EcoInfo group, heard by the same mission on 24 February 2026, publishes resources on the footprint of digital technology for higher education and research. These teams suit a symposium or a school that expects the method and the state of knowledge.

Cover of French Senate information report No. 949, 2025-2026 session, registered on 16 September 2026, on the environmental footprint of artificial intelligence, by Guillaume Chevrollier, Damien Michallet and Simon Uzenat
French Senate information report No. 949 on the environmental footprint of AI, registered on 16 September 2026. Its list of people heard, from February to June 2026, names the researchers, associations and companies already speaking on the subject. French Senate, information report No. 949 (2025-2026), cover, document cited

For an organisation that wants to decide

Projet Celsius, which wrote this article, announces on the home page of its hub on the impact of AI (in French) talks, training and the measurement of AI uses, up to the AI item of the Bilan Carbone®. What can be checked: the 146 entries, sourced and dated, of the AI Impact Database, and the "Where does this figure come from?" series, started on 20 October 2026, which traces the origin of figures repeated in talks (in French).

Our price is on quotation, and we do not publish a dated list of our talks: the organiser can ask us for references, as with any speaker. Carbone 4 and Fruggr, described above, also suit organisations that want to train their teams; their pages do not mention talks.

To raise awareness among a broad audience

Responsible digital associations cover AI among other subjects, such as corporate digital footprints. The workshops described above complement this profile:

  • The Shifters give talks of 45 minutes to 3 hours, for the general public, companies, local authorities and schools. The Shift Project published a report on AI infrastructure in October 2025, cited by the Senate.
  • Frédéric Bordage, who launched the GreenIT.fr community in 2004, gives talks in French and English through London Speaker Bureau, on quotation. On 31 March 2026 the Senate heard 2 co-authors of the Green IT association's study on the environmental impacts of AI.
  • Boavizta, an association of more than 200 volunteer members, publishes open tools for measuring digital technology, with no published speaking offer.

Going through a speaker agency

Lespeakers and Minds publish price ranges; London Speaker Bureau and Key Speakers represent international speakers. The agency organises the visit and invoices the fee. Checking what the speaker has published on AI, and their current position, remains the organiser's job.

6How much does a talk on the impact of AI cost?

No public fee schedule exists for a talk on AI and the environment. Agencies publish ranges for all their speakers, and a few workshops display their price.

Prices

Published prices for an AI talk or workshop

The ranges published by agencies and workshops, on the same axis in euros excluding VAT.

Free resourcesCafé IA, Carbone 4 module, Bataille de l'IA facilitator training
One-hour talkLespeakers, climate page, excluding travel
Fresque de l'IA, per groupHub France IA, members then public rate
Top-level speakerMinds, June 2026, excluding travel
On quotationFresque du Numérique, Bataille de l'IA run by Latitudes, Fruggr, Carbone 4 for a group, Projet Celsius.
More than €25,000A public figure known to the general public, according to Minds.
15,000 to 20,000 dollarsSasha Luccioni at Key Speakers, from a remote talk to an in-person talk in the United States.

Sources: Lespeakers, Minds (1 June 2026), Hub France IA (November 2024), Key Speakers, Carbone 4, Conseil national du numérique, Latitudes, pages read on 12 November 2026.

Published prices

The benchmarks published as at 12 November 2026, from lowest to highest:

  • The Carbone 4 module for an individual, the Café IA module and the Bataille de l'IA facilitator training are free.
  • €2,500 to €7,000 excl. VAT on average for a standard one-hour talk, excluding travel, on the Lespeakers climate page.
  • €3,000 to €10,000 excl. VAT for a top-level speaker in France, around €6,000 on average, according to Minds in June 2026; above €25,000, personalities known to the general public.
  • €3,000 excl. VAT per group for the Fresque de l'IA at the Hub France IA members' rate, €4,000 excl. VAT at the public rate, according to a sheet from November 2024.
  • 15,000 to 20,000 dollars for Sasha Luccioni on her Key Speakers profile, the top of the scale.

The Fresque du Numérique, Fruggr, Carbone 4 for a group and Projet Celsius work on quotation. Latitudes adapts the price of a Bataille de l'IA it runs itself to the audience, pupils, employees or associations.

What makes the price vary

4 factors make up most of a quote:

  • The speaker's profile, which takes the fee from a few thousand euros to more than €25,000 according to agency price lists.
  • Tailored preparation, when the talk draws on the organisation's own tools, uses and figures.
  • The language, a bilingual profile costing 20 to 30% more, according to the Minds agency.
  • Travel and accommodation, invoiced on top of the fee, which also weigh in the Bilan Carbone® of an event.

Our recommendation

For a company, a local authority or a school that wants accurate figures and decisions, we advise a speaker who publishes their own figures on AI, with their sources and dates, and who knows how to link them to the organisation's uses.

Other choices suit other audiences better. A Fresque or the Bataille de l'IA gets a team involved. A research audience expects the ENS Observatory or EcoInfo, and a large stage in English, an internationally renowned researcher, through an agency. With no budget, the Café IA module and the EcoLogits calculator are enough for a first session.

For us at Projet Celsius, the best preparation fits on one page: the questions the room will ask, and for each a figure, its source and its date. We advise asking any speaker for it before booking them, Projet Celsius included: it shows whether they follow the measurements published since 2025 and the projections to 2030, and it is then used to reduce the impact of AI beyond the session.

7Key takeaways

  • The speaker is chosen according to the objective: a researcher for the state of knowledge, a workshop to get people involved, a consultancy that works on AI data to decide.
  • In France, a one-hour talk booked through an agency costs €2,500 to €10,000 excl. VAT, excluding travel.
  • The Café IA, the Carbone 4 module and the EcoLogits calculator make it possible to run a first session free of charge.
  • A written question to an AI uses about 0.3 Wh, 10 times less than the 2023 figure.

To move from the session to decisions, our article on measuring AI in a company compares the providers that quantify an organisation's uses.

Further resources

Frequently asked questions

45 minutes to 1 hour 30, followed by 15 to 30 minutes of questions, for a talk that sets out the orders of magnitude. The Shifters, for example, announce 1 hour 30 and 30 minutes of questions for their talk on digital sufficiency in companies. A team workshop takes 2 hours to half a day, an online module 15 to 20 minutes.
In France, a one-hour talk booked through an agency generally costs €2,500 to €10,000 excl. VAT, excluding travel, according to the ranges published by Lespeakers and Minds in 2026. The Key Speakers agency shows 15,000 to 20,000 dollars for Sasha Luccioni on her profile consulted in November 2026. The Café IA module and the Carbone 4 module for an individual are free.
To raise awareness of digital technology in general, yes: the 2 hours 30 to 3 hours 30 workshop covers all digital technology, AI included. It details neither an organisation's uses nor the figures specific to generative AI. For an audience deploying an AI assistant, the Bataille de l'IA or a talk dedicated to AI complements it.
No price is published by the research teams working on the impact of AI. The ENS Observatory and the CNRS EcoInfo group do not publish a speaking offer as at 12 November 2026: the request is made directly to the team, and the terms depend on its institution and its timetable. A symposium or a school is the most common setting.
The audience expects facts before a side. For one person, a year of regular use weighs less on the climate than a meal with beef, while data centre consumption is growing fast. A useful speaker presents the 2 scales with their sources, lets the room debate and gives their own view while keeping it separate from the facts.
At least 5, each with its source and date: about 0.3 Wh for a written question to an AI; 0.26 mL of water measured by Google for a Gemini query; about 90 Wh for a 5-second generated video; a gap of 1.5 to 3 times with a Google search; from a fifth to more than a third of data centre electricity for AI.
or: guillaume@projetcelsius.com

More articles to read

View all →
French environmental cost label for clothing: what changed on 1 October 2026
Regulation

French environmental cost label for clothing: what changed on 1 October 2026

6 min read
What is the French textile eco-score?
Who displays it, and has it become mandatory?
Regulation

What is the French textile eco-score? Who displays it, and has it become mandatory?

12 min read
Removable batteries and battery passports: who is affected in 2027?
Regulation

Removable batteries and battery passports: who is affected in 2027?

14 min read

A senior consultant reads every message

Tell us where you stand and what is pressing, and we will reply within 24 working hours with a first view on how to proceed.

Write to a consultant →
Our toolkit

A full range of free assessment tools

Cost estimator, obligation and eligibility checkers, footprint calculator.

Estimate costs and impacts
Ref. 2026·BC·0184REPORT · FINANCIAL YEAR 2026Bilan Carbone®complete 1·2·3Presentation to the Executive Committee · 2027 action planCONTENTS01Executive summaryp. 402Scope and methodologyp. 1203Emissions by scopep. 24042027 action planp. 5605Methodological appendicesp. 78VOLUME84 pages · ConfidentialSTANDARDISO 14064 · GHG ProtocolQUOTATION · BC.2026.0184Issued 05·05·2026 · Valid for 30 daysCelsius consultancy · Paris 3rd arrondissementINDICATIVE COST ESTIMATEYour companyMid-sized company · 180 employees · CSRD 2027SERVICEBilan Carbone®Scope 1·2·3 · 13 weeksBPIFRANCE FUNDING · - 60%INDICATIVE RANGE EXCL. VAT€16,800to €22,400PROJECT DETAILS01 · SCOPING3 weeks~€4,20002 · MODELLING8 weeks~€9,80003 · PRESENTATION2 weeks~€4,800Indicative estimate · Refined after scopingSIRET 891 234 567 00012

Bilan Carbone® cost estimator

Your price range in 1 minute, based on 2026 market rates and public funding.

1 minStart
Estimate costs and impacts
AI FOOTPRINT · MONTHLY USEYOUR TOTAL FOOTPRINT4.2 kgCO₂eq for 1,000 typical prompts · May 2026MODEL COMPARISON · 1,000 TYPICAL PROMPTSGPT-4oOpenAI6.8 kgClaude OpusAnthropic2.1 kgGemini ProGoogle4.5 kgMistral LargeMistral AI · FR1.6 kg

AI carbon footprint calculator

The climate impact of your AI queries, by model and task. Ecologits methodology.

3 minStart
Check an obligation
DIAGDÉCARBON'ACTIONACCELERATE THETRANSFORMATIONOF YOUR COMPANYIN ENERGY ANDTHE ENVIRONMENTOFFICIAL SCHEME · BPIFRANCE × ADEMECHECKER · ELIGIBILITYELIGIBLEYou meet the 3 Diag Décarbon'Action criteria.YOUR FUNDING€10,000 excl. VAT€6,000excl. VATAmount payable by you after the Bpifrance subsidyFUNDING BREAKDOWNBPIFRANCE 40%YOU 60%€4,000€6,000SCHEME SUBSIDISED BY

Diag Décarbon'Action eligibility

Check in 30 seconds whether your business is eligible for Bpifrance funding covering 40% of a Bilan Carbone® assessment.

30 secStart
Check an obligation
FRENCH REPUBLICMinistry for the Ecological TransitionLEGAL REQUIREMENTGreenhouse GasEmissions AssessmentArticle L.229-25 of the French Environmental CodeDecree 2022-982 · published 1 July 2022FREQUENCY · 4 YEARSFILING · ADEMECHECKER · BEGES REQUIREMENTREQUIRED720 employees · BEGES requirementPOTENTIAL PENALTY€50,000maximum fine for failing to complete itart. L.229-25OFFICIAL REFERENCE

BEGES checker

Does the BEGES requirement apply to you? An immediate answer, with the deadline and penalty.

30 secStart
Check an obligation
9:42SCANSCANNING DPP...DPP IDENTIFIEDOrganic cotton T-shirtSKU TX-CB-220 · Batch L-26-04781ESPR COMPLIANT42 DATA POINTS · 5 SECTIONSORIGINIndia · GOTSOrganic cottonFOOTPRINT5.2 kg CO₂eqLCA ISO 14040RECYCLABILITY85%Cotton recycling schemeREPAIRABILITY7.5 / 10Accessible partsEND OF LIFETextile recycling scheme (TLC) · Bordeaux/FRRefashion-approved recovery operatorEU · ESPR 2024/178112.05.2026

DPP checker

Is your product covered by the Digital Product Passport?

1 minStart
Check an obligation
COSTENVIRONMENTAL386POINTS257PER 100 GOfficial methodEcobalyse, v7.0.0CHECKER · ENVIRONMENTAL LABELLINGELIGIBLETextiles · voluntary labellingENVIRONMENTAL COST386 ptsT-shirt 150 g · 257 pts per 100 gExample: Ministry for the Ecological Transition FAQ

Textile environmental labelling 2026

Voluntary labelling, but third parties can publish it from October 2026: where do you stand?

1 minStart