HR
Find the right profiles in your CRM from a customer brief
A transition management firm plugged a d
THE LAB OF USES
What would you like to do more simply?
Start from a need. Open a case. Adapt the prompt to your day. 1233 cards: 1195 spotted uses (source on each card) and 38 practical cases.
Use-case cards
24 cases shown of 1233
HR
Give managers an AI mentor to apply their training on a daily basis
A consulting and training firm has designed an assistant to help managers, after the training, turn a concrete situation into an action plan.
HR
Answer HR questions with a 20-year-old expert chatbot
A firm specialized in occupational health, safety and quality of life has built a chatbot that responds to HRDs from its own database.
Customer support
Reply to customer emails in multiple languages without losing the tone of the house
The manager of an independent hotel in Arles has his answers prepared by a general AI in their language and with instructions.
Admin
Trust a team of AI agents with administrative client files
A retired consulting TPE has built a multi-agent system that extracts data from documents, feeds the CRM, tracks missing parts, and revives customers.
Productivity
Use AI as a right hand when running your business alone
An employeeless TPE manager relies on the general AI to write his reports, learn new software and prepare his investment decisions.
Sales
Price an industrial quote in 10 minutes from a 3D file
In Lyon, a Boilermaking TPE led an AI tool on its production history to estimate phases, time, material, margin and price from the 3D files of the parts.
Research & watch
Asking for extensive technical documentation in natural language
A medical biology laboratory at 22 sites has set up an internal knowledge base that can be interviewed in French, and optimizes its collection tours with the AI.
Productivity
Build menus, recipes and margin calculations with ChatGPT in an artisanal business
A gourmet hall of Rodez (bouquetrie, restaurant, grocery) started with menus and cost before extending the AI to emails and social networks.
Customer support
Transmit and summarize calls for a colleague to resume a case without losing anything
A remote funeral company has integrated into its software the transcription of calls, automatic summaries and the extraction of data from heterogeneous documents.
Creation
Transforming press releases into draft articles and posts
A regional magazine in Blois automated the processing of press releases, the preparation of draft articles and publications for social networks.
Admin
Automatically turn an order email into a purchase order
An artisan covering the Loire-Atlantique has put in place a n8n stream with the AI which reads the orders received by e-mail, extracts the lines and creates them in its commercial software.
Marketing
Animating the site, networks and reviews of a restaurant without spending its evenings
A restaurant in the Loire uses the AI of its communication tool to write the content of its site, prepare its publications and respond to Google opinions.
Productivity
Formalize procedures and manuals to open new outlets
A growing chain of artisanal bakeries uses the AI to structure its franchise manuals, translate, write and even create internal applications.
Marketing
Make sure AI assistants understand your establishment
A group of six Parisian boutique hotels have integrated AI into their tools, and learn from it: you must now be well described for conversational assistants, not just for Google.
Marketing
Make a showcase site a local prospecting tool with the help of AI
A Dutch TPE of alarm and video surveillance has re-edited its site and is using AI tools to locate local searches and structure its content.
Creation
Show the customer a realistic model of his custom product in minutes
The founder of a craft biscuit factory generates visuals and models of biscuits in the colours of its business customers.
Sales
Produce a tender summary sheet to decide whether or not to respond
An engineering company has developed a tool that ingests documents from a tender and produces a MSDS according to its reading grids, to decide faster.
Research & watch
Find accurate data in thousands of pages of technical documentation
A software publisher has built AI into its product to extract serial numbers, dates and operating times from heterogeneous technical files, sometimes handwritten.
Research & watch
Open the archive of a professional journal to subscribers' questions
The publisher of a tourism reference magazine has created a "documentary concierge": subscribers ask a question, the AI answers from the magazine's articles fonds.
Research & watch
Lightening the regulatory watch of a consulting firm
A QHSE firm in the Cantal has invested in a custom-made AI tool to monitor the inflation of regulatory texts; Its consultants save 20% of the time.
Marketing
Generate Google Ads ad variants from past performance
Without a technical profile, the growth marketing manager from Anthropic has built with Claude Code a flow that starts from campaign data and releases a CSV ads ready to import.
Creation
Decline dozens of advertising visuals one click with a homemade Figma plugin
To avoid hours of copying and pasting, the marketer of Anthropic has built by Claude Code a Figma plugin that generates all the variants of a visual from a list of texts.
Legal
Build yourself the small tools of a legal team
Without a developer, the legal team of Anthropic has created a "standard" with Claude Code that directs to the right lawyer and tools for monitoring legal journals.
Everyday
Create in an hour a communication app for a loved one who has trouble talking
A member of the legal team of Anthropic has built with Claude Code a predictive text application that suggests answers and pronounces them with a synthesis voice.
Customer support
Leave an AI Assistant to process the majority of customer service requests
One month after its launch, Klarna's assistant, built with OpenAI, managed two thirds of customer service conversations in more than 35 languages.
Public services & local government
Helping advisors France services to find the right administrative response, sources of support
The state has tested Albert France services: the advisor asks his question in French and gets a written answer, sources used, related questions and useful links.
Dev
Add a function to an existing tool by assigning the repository to a code agent
Simon Willison asked Claude Code, from the web, to add a new type of content to his newsletter tool, giving him the reference code and a way to check his work.
Dev
Require a code agent to demonstrate what he built
To verify the work of his agents, Simon Willison created two tools that make them produce a demonstration document, orders and captures in support, and he developed them from his phone.
Dev
Assign a GitHub ticket to an agent and recover a tested pull request
With the GitHub Copilot code agent, we assign a way out like a colleague: the agent works in an isolated environment and opens a pull request to be read again.
Dev
Provide agents with a very large scale repetitive code migration
Nubank has delegated to Devin the migration of its ETL monolith of more than 6 million lines to submodules, with engineers simply rereading and approving.
Everyday
Save recurring grocery runs and have them filled by an agent in the browser
OpenAI presented Operator as an agent who uses his own browser: quick registered to restock his races, reservations, forms, with take-over for payment.
Learning
Differentiate his exercises and create review quizzes at the college
A physics-chemistry teacher from Aix-en-Provence generates exercises at different levels, quizzes and revision podcasts with Gemini and NotebookLM.
Learning
Prepare your online course space and decline each assignment into three levels
A primary school teacher in Utah uses ChatGPT to build her courses in her ENT, prepare her e-mails to families and adapt one duty to several levels.
Productivity
Deploy a platform of agents connected to the internal applications of a large group
CMA CGM has been deploying since June 2026 "MAIA, Powered by Mistral", a platform to create and orchestrate AI agents connected to business knowledge and applications.
Productivity
Sorting an office or folder to the actual content of the files
Anthropic shows how Cowork, the workspace of Claude, opens each file of a messy office, classifies it in a clear tree and summarizes what has been moved.
Productivity
Prepare your appointment day from the calendar and emails
Anthropic shows Claude in Chrome review the next day's agenda, find email exchanges with participants and report meetings without room or video link.
Sales
Receive each morning a brief for each customer appointment
A guide to the OpenAI details how to configure a ChatGPT workspace agent that identifies future customer appointments, gathers context and sends a daily synthesis.
Sales
Build an e-commerce return circuit with the e-shop assistant
A Dutch fashion shop built its return process with Sidekick, Shopify's IA assistant, rather than having it developed.
Legal
Divide legal research time with specialized assistant
A Nigerian personal injury lawyer explained that she had divided her legal research time by three with Doctrine's assistant.
Productivity
Write invoices and work proposals on site with ChatGPT
The plumbers of a company in Wisconsin go in operation with a tablet equipped with ChatGPT to create invoices and proposals and to think about complex breakdowns.
Everyday
Have a picture described and ask questions about it when you are blind or visually impaired
Be My Eyes launched Be My AI, a visual assistant based on GPT-4: take a photo, get a detailed description and ask follow-up questions.
Research & watch
Testing an in-depth research officer on a real literature review
An economist gave ChatGPT Deep Research a review of estimates of freshwater value in 21 countries and then verified each result. Verdict: C+.
Everyday
Build a custom travel itinerary that takes into account what is already booked
Google describes how Gemini combines Maps, Flights, Hotels and, if allowed, reservations received by e-mail to build a daily travel program.
Career
Follow your applications and analyze your interviews with an assistant to adjust your search
A young graduate used Claude as a coach: follow-up table, CV / offer comparison, missing keywords and analysis of the feelings of her interviews.
Admin
Dictating agricultural traceability obligations to a voice assistant from the tractor
A Walloon farmer, a trained computer scientist, created Hector, a vocal conversational agent who records births, plots and animals and connects himself to the Region site.
HR
Preserving the know-how of a workshop before retirement
Close to Saint-Chamond, an elastic textile manufacturer uses an application with AI to transmit the know-how of experienced employees close to retirement.
Accounting & finance
Install an agent who acts in the production software of an accounting firm
An 8-person accounting firm deployed "Nia", an agent installed on an internal server and connected by API to its production software, for repetitive tasks.
Learning
Review its parts by training with ChatGPT and NotebookLM instead of having them write
A master's student in Nanterre tells how he caught up with a week of revisions by making AI a training partner, starting from his own courses.
Money
Control the real estate credit files and shorten the grant deadline
Since November 2024, BNP Paribas has been deploying in France an intelligent processing of documents that reads the pieces of a real estate credit file, checks its consistency and saves about five days on the award journey.
Productivity
Assist advisors in interviewing the bank's knowledge base
On the SG network in France, a documentary search tool enriched by the general AI answers the advisors' questions from the internal knowledge base, referring to the source documents.
Research & watch
Produce customized market research reports from hundreds of sources
Crédit Agricole CIB has integrated an AI platform that links billions of internal and external data to help its market research teams write thematic reports tailored to each client's profile.
Marketing
Analyze e-mailing campaigns of a bank with a copilote that checks its own numbers
For La Banque Postale, Numberly has deployed Smart Insights, an AI architecture that extracts indicators from an e-mail campaign, writes a first analysis and has the numbers audited by a second agent before human editing.
Customer support
Help anti-fraud analysts and a neobank's customer service
At Nickel, a subsidiary of BNP Paribas, the general AI is already in production to prioritise fraud alerts and assist customer service: the neobank estimates the savings already made on this side at EUR 1 million.
Productivity
Automate marketing document analysis and translation in an asset manager
Amundi integrates into its Alto platform the capabilities of AI, including processing unstructured documents and translation via Azure OpenAI, to speed up the work of investment teams.
Research & watch
Compare and synthesize investment opportunities with an internal AI program
At Ardian, the internal GAIA program, operated since 2024 on Azure AI, helps investment teams analyse, compare and synthesize new opportunities; The application has been made available to 1,100 employees.
Productivity
To equip the employees of a Secure GPT and strengthen the OCR of claims
At AXA France, the Secure GPT internal version has 45% regular users; among the already concrete effects are a disaster OCR made more powerful by the generative AI, and accompanying computer development.
Customer support
Ask the knowledge base to explain a guarantee or compensation
At MAIF, a general search system based on documentary research (RAG) is already generally accessible: collaborators use it to determine how to compensate a stolen object or explain a guarantee.
Productivity
Industrialize documentary processing, chatbots and predictive models of an insurance group
The Covéa AI Factory (MAAF, MMA, GMF) has developed four families of usage cases: automation, documentary processing and RAG, conversational AI for customers, and predictive models on structured data and verbatim.
Customer support
Reduce requests to internal helpdesk with a virtual agent on Teams
Groupama deployed "SAM", a virtual agent on Teams designed with Copilot Studio and Power Platform, to automate computer support requests: Microsoft reports a decrease of about 25% in helpdesk solicitations for more than 5,000 employees.
Admin
Identify anomalies in thousands of real estate quote lines
At Nexity, theIA automatically compares the estimates of a real estate project with the specifications for reporting deviations; The promoter also develops a "increased seller" to search for natural language property.
Productivity
Piloting a tertiary building by communicating with its data on a pilot site
BNP Paribas Real Estate is experimenting with Willow Copilot, an assistant who questions real-time building data; the first deployment, presented as a pilot, takes place at METAL 57, its seat in Boulogne-Billancourt.
Legal
Save time on legal research and the first drafts of clauses, in a notarial study
The Cheuvreux study opened Predictice to about 80 collaborators: the associate notary Jean-Félix Ferrus-Sicurani estimates that the assistant can save 25% of time a day on research, aid in writing and comparison of clauses.
Legal
Sort pieces of a litigation file and prepare entries in a law firm
Philippe Sarda, a criminal lawyer at the Paris bar, switched in October 2025 from Predictice to Doctrine: he used theAssistant in Word and Flow Litigate to sort, title and summarize the pieces, a work he considered particularly time-consuming.
Customer support
Answer students' daily questions with a school chatbot
NEOMA has developed NEMO, a catbot that answers students' questions, alongside employability and access to Le Chat for the entire school community.
Learning
Make
In 2025, NEOMA signed a partnership with Mistral AI that opens Le Chat to students, teachers and staff; In June 2026, the school confirmed that the whole community benefited.
Learning
Extend the course by a teacher avatar that questions and adapts to the student
LEESEG deploys In addition, a teacher's IA davatars tool: after a test in April 2025 on a Master's cycle, access was extended to students in the 2nd year of the Grand School Programme, with the goal of more than 5,000 students.
Customer support
Answer tuition and campus life questions for up to 10,000 users
Audencia announced the launch of AudencIA, a chatbot accessible from June 2026 via the Tomorrow app, to answer questions of tuition, mobility or campus life, up to 10,000 users.
Learning
Dialogue students using a socratic method, rather than giving them the answer
EURECOM has developed EULER, a distinguished educational chatbot at the AI Action Summit 2025: the tool aims at a socratic dialogue to make the student reason, instead of a simple question and answer.
Productivity
Give 130 000 employees an internal conversational assistant to limit shadow IT
As early as December 2023, Orange deployed a secure platform, known as Secure GPT, for its 130,000 employees, which centralizes access to several large models and aims to avoid uncoordinated use of public tools.
Accounting & finance
Asking in natural language a question finances an agent integrated in Teams
After spreading Microsoft Copilot, FDJ UNITED has designed an expert agent in the finance function, integrated with Teams: employees ask their questions, and the financial management focuses on the 10 to 15% of the most complex requests, on a volume of about 1,500 requests per year.
Productivity
Provide mail and parcel flows to size processing sites
For the La Poste group, Probayes has developed models for forecasting mail and parcel flows to be processed on each site: the relative average error was reduced by 12% at all aggregation levels.
Productivity
Find in seconds a package whose label has disappeared
At Chronopost, an AI solution compares the photo, shape and weight of a package without a label with those already seen in the network: according to the President of Chronopost, the information of the sender and the recipient is found in less than four seconds.
Customer support
Processing a parcel complaint in natural language, often without customer recall
Chronopost has deployed a conversational agent who exchanges with the customer, transmits the information to the operations and, according to its president, processes 85% of end-to-end requests, with claims processes 40% plus rapides.
Productivity
Optimize truck tours and filling from a single database
Geodis has been running algorithms on a centralized data platform since 2021 to optimize tours, better fill trucks and, according to its digital manager, also choose a criterion such as CO2 emissions.
Sales
Prepare a large part of the responses to calls for tenders, especially in maritime freight
Geodis uses the general AI to respond to the multiplication of tenders, particularly in maritime freight: the announced goal is that the tool drafts 80% of the response, with the team focusing on 20% at higher value.
Productivity
Provide spare parts for technicians and automate most orders
Engie Home Services has deployed Vekia's APS to drive the inventory of parts in agencies and vehicles: the publisher announces 10% decrease in inventory value, 5% increase in parts availability and 95% automated orders.
Productivity
Reduce the equivalent of 8,000 truck trips per year through logistics AI
According to Renault Group's Information Systems Manager, the AI saves the equivalent of 8,000 truck trips a year, with equally claimed gains on energy and emissions.
Sales
Categorize and enrich millions of product sheets, then improve research
Fnac Darty started its transition to the scale of the AI generative by the catalogue: millions of sheets enriched per year since 2023, with a double-digit increase in the click rate on the better categorised sheets, then a search made more semantic.
Money
Prescribing the right decision on each product on a short date, in a hypermarket
At the Hyper Intermarket in Aubenas, the Smartway AI prescribes a discount, donation or withdrawal for each product on a short date: the publisher announces 36% less breakage in the first year, or 60,000 euros, and a preserved value increased from 30% to 65%.
Money
Generalize anti-spill AI to save tens of millions of products per year
Auchan Retail has generalized the Smartway solution, already in service in France and Romania: according to the sign, the device saves 70 million products per year, or 33,500 tons, and divides the intervention time in store by four.
Sales
Compose a shopping basket or menu by dialoging with a chatbot
On June 8, 2023, Carrefour launched Hopla, a chatbot based on GPT-4 and connected to the search engine of crossroads.fr: the customer can ask for a basket according to his budget, his food constraints or ideas for menus, including anti-squash.
Marketing
Put on line thousands of product sheets written with general AI
In June 2023, Carrefour published more than 2,000 product sheets on crossroads.fr using the generic AI, with the stated ambition to extend the process to the entire brand catalogue.
Money
Reproducing the reasoning of fraud analysts with a constellation of agents
Back Market has designed a "Fraud Orchestrator" with the French solution Dust: specialized agents prepare the analysis, the human keeps the decision. The article reports 1.2 million euro of annual savings targeted, and around 100,000 euro of fraud avoided in five months according to conservative wording.
Sales
Prepare a commercial appointment and find the historical customer in minutes
Sonepar has already equipped more than 6,000 employees of Microsoft 365 Copilot: according to Microsoft, contact centre advisors instantly access history and orders, and salespeople prepare their appointments within minutes.
Research & watch
Find in an hour the causes of a quality anomaly, instead of six months
At Michelin, more than 1,500 employees in more than 50 plants use Dataiku; a parameter analyser allows process and quality engineers to identify in about an hour abnormal factors that required up to six months of manual work.
Productivity
Early identification of defects in steel coils, cameras and lasers assisted by AI
At the ArcelorMittal site in Fos-sur-Mer, the "Final check" device — two lasers, seven cameras and the AI — identifies the coils and signals defects so that operators can intervene more quickly.
Productivity
Get 160-hour demand forecasts within hours
Danone has automated demand planning in 38 countries with SAP IBP and machine learning models: forecasts, which require 160 hours, are obtained between 20 minutes and 4 hours, for more than 230 forecasters.
Research & watch
Accelerate material search by generating hypotheses from laboratory data
Saint-Gobain is relying on Microsoft's cloud and IA to shorten its material development cycles: historical laboratory data is used to generate hypotheses and guide more targeted experiments.
Admin
Control the production documentation of a medical imaging industry
Guerbet uses Azure, Document Intelligence, and AI Vision for the purpose of providing data integrity and quality control solutions to improve the accuracy and compliance of its production documentation.
Productivity
Integrate an AI assistant into the EcoStruxure platform to optimize operations
Schneider Electric deploys Azure-based copilotes OpenAI and integrates an Azure-based AI Foundry-based assistant to its EcoStruxure platform to optimize operations, according to Microsoft France.
Creation
Subtitle the franceinfo antenna from 6:30 a.m. to midnight with AI
Since 5 November 2024, franceinfo has been offering synchronised captioning from 6:30 a.m. to midnight on the france.tv platform: 12 hours of AI add to the 6:15 a.m. already captioned by operators.
Productivity
Make video rushes searchable to speed up pre-mounting
At France Télévisions, journalists place their rushes in the Dalet platform, launch a transcription, then find a passage by typing a word: a saving of time to select the excerpts before handing them to the editors.
Productivity
Give teams an internal copilote capable of changing models according to task
France Télévisions has developed MedIAGen, a company copilote that provides access in private spaces to several models (Mistral put forward, but also Gemini, OpenAI and Claude), so that the documents processed remain confidential.
Creation
Transcrib radio programs with Whisper, under human and participatory editing
After experiments in 2024, Radio France transcribes its programmes using Whisper, to make them accessible to deaf and hard of hearing people, with a human supervision and a correction form open to listeners.
Creation
Translate articles into English with ChatGPT, then reread by native journalists
Le Monde in English went from DeepL to ChatGPT to translate its articles, with a rereading by ten English-speaking journalists into CDI: according to the group's diversification director, this organization allowed the English component to be profitable in 2026.
Productivity
Deploy Microsoft 365 Copilot to 100,000 employees of a communication group
Publicis is leading one of the largest deployments of Microsoft 365 Copilot in the media, with 100,000 employees worldwide, and is relying on Azure AI and Fabric for conversational agents and "agentic" workflows.
Productivity
Digitalize the transport plan of a courier network with the AI
The Heppner Group has deployed DCbrain's solution to help plan and manage its transport flows, with the aim of optimizing distances, limiting emissions and improving service, involving agency managers.
Customer support
Structure the synthesis of corporate calls for experienced advisors
At the MAIF, a home-made tool of general AI structures the report of the telephone interviews: as of 31 December 2025, it was in widespread deployment to about 40 users.
Sales
Identify a tile from an Instagram inspiration photo
At EG Tile in Auch, Elodie uses the general AI to find the manufacturer or a similar tile when a customer arrives with an inspirational photo, and to respond to reviews, write emails and structure publications.
Marketing
Write publications and synthesize technical documents in an energy-efficient TPE
In Masseube, Stephanie Bajon uses the generative daily AI for the texts and publications ideas of Bajon Solutions Energy, as well as for synthesizing documents and asking technical questions.
Admin
Prepare the paperwork of a slaughterhouse on the farm, diagnose a breakdown and keep the cowbook
Jérôme Delassus, organic breeder in Moustier-en-Fagne, helped ChatGPT for the records of a slaughterhouse to be built on his farm, for diagnostic leads when a machine breaks down, and to classify the births of his herd.
Marketing
Structurer renaissances clients, newsletters and text of events by voice
Amandine Fresneau, winner of the Domaine de Cézin in Sarthe, dictators her expectations to
Productivity
Transforming plain tower vocals into structured reporting
At the pilot farm of Hectar (Lévis-Saint-Nom), an AI assistant converts the plain tower vocals into a report with structured data; Audrey Bourolleau advances a gain of 1 h 30 per week for the manager or his employees.
Productivity
Consult the farm veterinary protocol from the phone
All the employees of the pilot farm of Hectar have a catbot that brings a symptom observed on a cattle from the care protocol written each year by the farm veterinarian.
Public services & local government
Respond to residents 24 hours a day on the website and citizen portal
Asnières-sur-Seine first limited a classic chatbot to three services, then migrated to the general Wikit AI: he answers on the site and the citizen portal, civil status come at the top of the questions, including off-time opening.
Public services & local government
Propose a conversational assistant on the new site of a municipality
In Saint-Genis-Laval, Jacky Béjean integrated a Wikit citizen chatbot into the site's redesign: the city compared Mistral and OpenAI, retained OpenAI for the quality of the answers, with data hosted in France.
Public services & local government
Search the site and PDFs for natural language deliberations
Also in Saint-Genis-Laval, a search engine enriched by the general AI includes the question, returns a synthetic answer and has been adapted to read the decrees, deliberations and minutes in PDF.
Public services & local government
Draft resolutions, municipal bulletin and document analyses in a small municipality
Since 2025, the Quebec municipality of Saint-Anicet has been using Munia platform agents daily to draft, analyse and structure administrative documents; GPS Climate publishes time reductions from 71% to 98% depending on tasks.
Health
Check a patient's contact information before calling the secretary
At Burogest Services (Fernelmont), the voice agent Nora has been in production for about a year: it helps medical secretaries on part of the calls by checking the patient's contact information before transfer.
Health
Summarize patient file and interview notes, PDF and health networks in the IPR
The Cliniques universitaires Saint-Luc (Brussels) have integrated into Epic an internally developed engine: on the order of the doctor, it summarizes the file and responds to specific requests by citing sources and dates.
Health
Answer general medical questions about 30 chronic diseases
The HUGs put confidence online, a public chatbot whose answers are based on more than 1,500 pages of "strategies" of the Primary Medical Service, adapted in common language, without making a diagnosis.
Health
Translating and reformulating patient content, clarifying hospital procedures
The Walloon Hospital EpiCURA has deployed Microsoft 365 Copilot: more than 85% of use depending on the facility, including translation or reformulation of content for patients or colleagues, and transformation of procedures into readable brochures.
Productivity
Reform e-mails, synthesize files and prepare presentations to Finance Branch
At Nancy's CHRU, Justine Paté-Madesclaire uses Microsoft 365 Copilot daily in Outlook, Word and PowerPoint, and estimates that it will earn between one and three hours a week depending on the topics; The experiment has increased from 50 to 300 users, excluding medical data.
Productivity
Structure management control meetings and archive data that arrive in staggered
Cécile Billon, manager at Nancy's CHRU, chats with Copilot to advance his thinking, relies on Microsoft Loop for meeting pages that enrich from one session to the next, and automated data archiving at the reception.
Health
Dictate the vascular consultation report and give it to the patient before leaving
Dr. Thomas Grangereau, a vascular doctor in Malestroit, adopted Heidi in the summer of 2025: he dictates his observations, checks the generated report and wins 9 minutes per patient, with a waiting room increased from 45-60 minutes to 15 minutes.
Health
Let ambient AI document neurology consultation while listening
Dr. Nicolas Landragin, a neurologist at the Millennial Clinic and in practice in Montpellier, uses Microsoft Dragon Copilot full-time: the tool captures the conversation, produces a structured report, and he estimates to recover five to ten minutes on a consultation of about thirty minutes.
Health
Transforming thousands of patient feedback into actionable summary for managers
The CHU de Québec–Université Laval has deployed, in Lime, an AI that synthesizes the PREMs comments: granting to the institution, 48% of managers then took concrete action and 70% feel comfortable sharing these returns.
Health
Accompany a child by radiotherapie by a conversational robot where humans cannot stay
At the Montpellier Cancer Institute, the Enchanted Tools (Azure OpenAI) robot Miroki chats with children before the radiotherapie session and remains present during irradiation, when parents and caregivers have to leave the room.
Productivity
Write, synthesize and code in a multi-model business assistant
Pierre Fabre has launched PLA.I.GROUND, an internal generative assistant on Azure OpenAI, since 2023: more than 50% of sedentary employees use it daily to synthesize, produce content and accelerate code development.
Health
Give the counter validated oncological information via a conversational agent
Oncoguide, a Pierre Fabre platform for official pharmacists, integrates a conversational agent that gives access to scientific information validated by laboratory teams; 3 400 pharmacists use in France depending on the company.
Sales
Evaluate an SAP tender and coordinate the drafting of the response
Applium, a 150-person SAP ESN, produced a Dust agent to help with go/no-go and reading tender documents; Joseph Idiartegaray advances a gain from a few hours to a few days by opportunity.
Productivity
Produce reports systematically from Teams transcripts
At Applium, a Dust agent connected to Microsoft Teams transcripts (Dust functionality of April 14, 2026) generates structured reports and saves, according to the company, 20 minutes to 1 hour per meeting.
Productivity
Provide each consultant with a personal agent to write, synthesize and search
Applium has generalized personal Dust agents: 70% of employees are equipped for writing, synthesis and research in a governed environment, independent of a single model.
Marketing
Respond to Google reviews, write emails and structure the posts of a tile shop
Elodie, co-manager of Auch's Floor Tiles, has created AI assistants for Google reviews, some emails and the publication calendar, after individual support from the Gers CCI.
Productivity
Dictating hives tracking and getting a hive spreadsheet
In Hectar, an oral dictation during the opening of the hives feeds a detailed spreadsheet; Audrey Bourolleau indicates that 150 hives will require only one part-time employee thanks to this assistant.
Research & watch
Ask a professional knowledge base via a specialized AI layer
After PLA.I.GROUND, Pierre Fabre deployed PLA.I.Expert, specialized generative layer of AI trained on professional knowledge bases for targeted professional needs.
Productivity
Have a private generic chat ofIA for daily work, without sending prompts to a mainstream LLM
Imerys launched Improve.AI, chat private built on Amazon Bedrock (Claude 3.5 Sonnet after a prototype Claude 3 Haiku): mid-September with 800 employees, nearly 1,000 users mid-November, for daily work.
Research & watch
Interrogating internal knowledge via a RAG mechanism connected to the same orchestrator of the AI
Besides Le Chat, Improve.AI of Imerys works with an augmented generation mechanism by recovery (RAG) for questions and answers based on internal bases, always on Amazon Bedrock.
Marketing
Automatically generate alternative text, technical tags and keywords from tens of thousands of images
Decathlon has produced a Metadata Generator on Amazon Bedrock (Amazon Nova and Claude): alternative text, tags and keywords, up to 25,000 images per day, validation rate announced up to 93%.
Productivity
Find an existing visual by a natural language description instead of photographing it again
With the metadata generated, Decathlon teams are now looking for an image by a phrase ("person running in the rain"). AWS and Decathlon estimate about €1.2 million in annual savings by avoiding the duplication of shootings.
Marketing
Translate a Shopify shop (cards, SEO, metafields) into 110+ languages, from 2–3 weeks to a few minutes
Reversia, a Parisian start-up founded by Anatole Rozan, uses Claude Sonnet 4.6 (Haiku 4.5 quality control) to translate more than 100 Shopify stores: 99 % accuracy announced after audit of native translators.
Productivity
Ask product documentation and internal roadmap via AskProduct agent
At Spendesk (Paris, 400+ employees), AskProduct is the most used Dust agent: anyone questions the product doc and the roadmap; two hallucinations reported since September, 93–94% of monthly active employees in December 2025.
Sales
Connect Salesforce and other silos for 360 client view, without technical competence
Cécile Hervouet built at Spendesk an agent Dust "360 Customer View" that connects Salesforce, product bases and other commonly partitioned sources.
Public services & local government
Summarize the career path, profile and interests of a jobseeker for the agent France Travail
France Travail states that its agents rely on LLM Mistral to access the data of job seekers and summarize their background, profile and interests.
Public services & local government
Ask labour law and compensation rules via an internal RAG chatbot
The same Mistral scheme describes an internal chatbot in France Travail, based on the RAG, to help employees access labour law and compensation rules.
Productivity
Summarize mail chains, structure documentation and search in an internal corpus with Copilot Chat
At Generali France, 100% of employees have Copilot Chat; 3,700 have Microsoft 365 Copilot. Emmanuel Néré indicates that 70% of them are employed in their trade, about 15 prompts per user per week.
Research & watch
Index 4.5 million e-mails to better read customer intentions
Generali France reports that agents have read and indexed 4.5 million e-mails so that experts better understand customers' intentions.
Sales
Standardize responses to calls for tenders with general AI
Among the Generali France uses cited by Emmanuel Néré is the standardization of responses to tenders, alongside the extraction of unstructured data and marketing campaigns.
Customer support
Let an AI agent lead home subscription instead of about 30 questions
Generali France has simplified the home subscription route: instead of about thirty questions, the customer gives to an AI agent who "takes care of everything".
Accounting & finance
Answer 24/7 travel policy questions, in French and English, without saturating the finance box
The Public Service Commission of Canada has commissioned an agent Copilot Studio: -90 per cent of e-mails to the travel box, complex issues from 5 days to 10–30 seconds, approximately CAD $120,000 in avoided mail.
Customer support
Beauty advisor 24/7 in the application, with latency within 5 seconds
L'Oréal Paris has launched Beauty Genius, conversational assistant on Azure OpenAI (GPT-4o and RAG Ada), available 24 hours a day, maximum latency announced less than 5 seconds worldwide.
Learning
Solve a marketing case with an ongoing Bruce Wayne TPM
At ESCP, Professor Vitor Lima designed "The Future of Gotham": Students interact with a Bruce Wayne TPM (Batman) to solve complex marketing issues as part of the ChatGPT Edu deployment.
Learning
Help students test statistical models and clarify concepts for their memory
Sandrine Macé, professor at ESCP, uses ChatGPT Edu to test statistical models and clarify technical concepts, with more autonomy on their data.
Public services & local government
Answer 24/7 questions from users of the Drôme Department from the site ladrome.fr
Since the beginning of 2024, a chatbot d'IA generative Wikit on thedrome.fr has been indexing more than 72,000 words from the departmental website and answering questions (times, steps, jobs, events) 24 hours a day.
Productivity
Plan sampling tours in half a day instead of a week
At MYXLAB86 (22 sites, 144 employees in the West), Gemini is used to optimize the map of the collection tours: a work week reduced to half a day, according to France Num.
Research & watch
Ask natural language instructions, protocols and equipment manuals
The same MYXLAB86 laboratory relies on Mistral AI for an internal searchable base in natural language, also chosen for health data guarantees.
Customer support
Prepare responses to e-mails and customer reviews in six Parisian boutique hotels
The Prince Albert Hotel Group (six hotels 3*, 25–30 rooms) uses the general AI for a first version of e-mails, reviews and communications, reviewed by the teams, according to France Num.
Marketing
Generate marketplace product records from a title and short description
ADEO (Leroy Merlin, Bricoman, Weldom, Saint Maclou) connected Gemini Flash to its PIM: Attribute coverage increased from 27% to 87%, the valid provider before posting.
Customer support
Reply 24/7 to high school students on Courseup and the discovery days of Lyon
Ophélie Tambuzzo (communication INSA Lyon) describes a Wikit chatbot on joinerinsalyon.com: registration questions, access, conferences; fewer emails and calls on February 3, day discovered.
Customer support
Filter hospital support by a chatbot before opening a ticket
CPage (Dijon, 300 employees, 320 hospital members) made the chatbot EKKO (Wikit) mandatory before any ticket: 700 conversations/day, -20% tickets from the 2nd month, median time 1.5 days → 1 day.
Productivity
Read the photo of a generator meter and enter the numbers in the field tool
IT-Development (French publisher ClickOnSite, 12,000+ users, 20 countries) connected Gemini: the photo technician the meter, the model extracts the numbers and writes them in ClickOnSite, instead of a count of thousands of photos a day.
Admin
Extract financial information from complex PDF leases for telecom operators
The same editor uses Gemini to extract critical financial information from legal leases in PDF, instead of a manual input deemed costly and subject to error.
Productivity
Save half an hour to one hour a day on meeting records
At La Poste, Nathalie Brousset encrypts the meeting summary and synthesis of the actions by Microsoft 365 Copilot to "up to half an hour to one hour a day"; 95% of posters in the experiment want to keep the license.
HR
Write a job sheet, compare a CV and prepare interview questions
La Poste HR, among the largest users of Copilot, is used for job descriptions (internal reference), CV analysis and interview questions.
Legal
Publicize an internal legal text for the rest of the company
In La Poste's legal practice, Copilot is used to simplify complex documents for non-specialists, in order to strengthen compliance, according to Sophie Fuchs.
Research & watch
Replace video search engine with Agent Search semantic search
Dailymotion (100 million videos) put Agent Search for media (Gemini) in production after an A/B test: +17% clicks after searching in the first week, use of search almost doubled in one year.
Sales
Generate the consulting appointment report and inject into CRM, Outlook and Teams
Union Financière de France (170,000 clients, €13 trillion outstanding, 750 users) has deployed
Sales
Switch from 30 minutes to a few minutes for a personalized commercial e-mail
At Brevo (Paris, 1,000+ employees), BDRs trigger a Dust + Supabase agent: CRM history, LinkedIn, sub-agents according to the type of prospect, 3 emails written and rewritten in CRM. -80 % time, says Alexandre Le Goupil.
Sales
Find in seconds three reference clients before a call
Brevo salesmen ask a Dust agent: "the top 3 e-commerce customers to name"; The agent questions the CRM mirror (sector, size, usage) instead of 10–15 minutes of manual search.
Marketing
Generate a personalized marketing plan as soon as a visitor leaves e-mail and company
Marketing Brevo: form → Supabase → agent Dust (mix of channels, campaign ideas, calendar) → unique page rendered in seconds, without human intervention.
Health
Pre-write gastroenterology mail instead of an hour of dictation at the end of the day
At the CHU de Nîmes, Dr. Thomas Borderie (digestive cancerology) transcribes the consultation by Heidi and recovers a pre-edited mail; before, the end-of-day saying took "one hour, one hour and a half."
Health
Win close to five minutes over a twenty-minute consultation by talking to the patient
Dr. Guillot, a generalist in semi-rural group practice, launches Heidi and stops typing while the patient talks: "On twenty-minute consultations, I gain almost five minutes. »
Health
Cut a medical gynaecology report and earn five minutes per consultation
Dr. Bion, a generalist in group practice (about 80% of medical gynaecology), builds his own Heidi models: five minutes won by consultation, even before setting everything up.
Productivity
Win one to two hours a week on medical management meeting minutes
Dr. Camille Brasset, head of clinic at the medical management of a Swiss hospital network (1,300 collab.), uses Heidi for management meetings: one to two hours earned a week on CRs.
Health
Synthesize a medical record of several hundred pages for medical management
The same head of the clinic distracts Heidi from the consultation transcript: she makes him synthesize several hundred pages of files, considered "reliable and complete" in the face of a doctor's work.
Sales
Prepare a customer call by crossing the warehouse, Slack and Gong records
At Paddle (Merchant of Record, 10,000+ software clients), Hendrik Brackmann (VP Data & AI) says that the strongest Dust adoption is sales side and customer success: warehouse numbers + Slack + Gong for a richer account.
Customer support
Analyze cause of refusal to accept payment with a trade agent
Paddle also has an agent Dust "payment acceptance root cause analysis", use "very financial" according to Hendrik Brackmann, distinct from the commercial prep that carried the adoption.
Health
Retrieve three hours a week from a liberal pneumonologist's mail
In Brest, Dr. Pronost (liberal 2.5 days/week + hospital) calculated three hours earned a week with Heidi: mail, typed by hand, no longer accumulates.
Health
Prepare a SPC summary and an ENT address letter during consultation
The same pneumonologist uses Heidi beyond the standard mail: summaries for multidisciplinary consultation meetings and address letters, including to the ORL.
Health
Integrate kine mail and imaging requests throughout the consultation, plus end of day
In Strasbourg, Dr Schmitt (MG and sports medicine) estimates 4 to 5 minutes of specialised mail per patient; Heidi transcribes each appointment and feeds models (kiné, scanner, MRI).
Health
Check a clinical hypothesis once or twice daily, without linking specialist calls
Schmitt also uses Heidi as a decision aid, once or twice a day (hand fracture, brain MRI, kidney failure), when a specialist is not available immediately.
Creation
Produce in a few minutes an hour of subtitles that required up to 3 p.m.
Ateme (Vélizy, 580 employees) connected Gemini (Vertex AI) after the transcoding: transcription, spotting, SRT. Yohann Guilloux: a few minutes, "less than one dollar" an hour, compared to until 3:00 p.m. and several thousand euros in performance.
Productivity
Prepare a PowerPoint client in ten minutes, then refine it half an hour
At Impulsa's accounting firm, Grégoire Proust has the AI (Claude and Copilot Business) produce a customer presentation that took him four hours: ten minutes of generation, half an hour of rework.
Productivity
Make all employees of the firm work on ChatGPT every day
At Desprez, the accountant Paul Desprez has generalized ChatGPT to all his employees, in addition to a production software "with native artificial intelligence" adopted for two years.
Accounting & finance
Produce a more "objective" balance-sheet analysis than the client-knowing firm's gaze
The accountant Paul Desprez uses Claude for balance sheet analyses: he sees a quality and objectivity that the accounting firm does not always have, because he knows the customer and his human history.
Legal
Reread a lease, report the points of vigilance and propose additional clauses
Pierre-Ollivier Morand, an associate accountant in Paris, used GenIA-L (Lefebvre Dalloz) to reread a lease: alert points, clauses to add, document consistency, response more rapide to the customer.
Productivity
Get a documented complex response on the Lefebvre fonds in 10-15 minutes
At Walter France, a network of twenty accounting firms (1,500 employees), Pascal Ferron states that after a year of testing, GenIA-L provides in 10–15 minutes a complete and documented answer on complex problems; 60% of employees were connected in a month and a half.
Marketing
Rework real estate ads with ChatGPT, without letting them write instead of agent
At Guy Hoquet Lyon Croix-Rousse, Anne Monard Bretin uses ChatGPT to rework ads, find formulations and avoid flat descriptions; Many agents hold hands and help out proposed turns.
Creation
Project a home staging and work (painting, windows, openings) from real photos
The same agency Guy Hoquet de Lyon uses d
Marketing
Compile clicks, visits and photos to see which real estate ads convert
The real estate agency Guy Hoquet Croix-Rousse also uses the AI to compile clicks, returns and visits, make paintings, and spot the ads and photos that work best.
Admin
Prepare sales files, writing and document analysis with ChatGPT
Vincent Briand, director of an ERA real estate agency, uses ChatGPT to prepare sales records, help with property writing and document analysis.
Admin
Delegate real estate paperwork to ChatGPT to gain customer responsiveness
Romain Cottet Moine, real estate advisor Capifrance (and trainer Mister IA), says that ChatGPT helps for paperwork: "he writes quickly and well", with a "wow" effect on the customer.
Productivity
Correct and title nearly 700 papiers of local correspondents with ChatGPT, under the supervision of the editorial secretaries
In East Republican (Ebra Group), journalists editorial secretaries have redrafted by ChatGPT nearly 700 articles of local correspondents, supervising each text: several minutes gain by papier, but names of cities are damaged and quotes sometimes changed.
Research & watch
Transscribe and synthesize 44 local programs in three hours to prepare a national interview
At Radio France, Laurent Frisch tells us that in December 2024 France Bleu had transcribed and analyzed by the AI (including NotebookLM) 44 hours of local broadcasts that same morning, to draw the highlights before Michel Barnier's interview at 1 p.m.
Creation
Extract the best long broadcast moments for social networks
In Media in the Seine 2025, Influencia indicates that France Culture uses the AI to extract the best moments of long content and decline them into short formats on networks.
Productivity
Automatically tabulate or summarize articles, then industrialize under editorial control
Ouest-France automatically tracks or summarizes articles for journalists; David Dieudonné, IA project manager, said that he was moving from an experiment in 2024 to industrialization, while preserving editorial heritage, including through a joint laboratory with CNRS in Rennes.
Customer support
Follow a package, find a relay point and estimate a shipment from
Chronopost has been integrated into ChatGPT: after installing a module, recipients and senders question the follow-up, the deposit/deletion points, the price estimate and the edition of transport letters from the OpenAI interface.
Admin
Automatically create transport orders from emails and PDFs
At Transports Lachaud, SME of 50 road logistics employees, an AI agent of the new TMS (2025) reads e-mails and PDF, structure requests and proposes the order of transport to the operator, which valid before sending the mission to the driver.
Admin
Read thousands of dangerous goods classification documents
At FM Logistics, a logistics company, Axelle Ratte states that the service concerned uses the generative AI to read thousands of classification documents, in order to store dangerous goods in accordance with the regulations.
Admin
Interview calls for tenders and contracts, including when written in Dutch
STEF, a cold logistics group, has put in service STEF AI, a generative platform hosted on its servers: the document analysis module is used in particular to process tenders and contracts, including by interviewing in French a text written in Dutch.
Customer support
Estimate the exposure of a home to climate risk from an application in ChatGPT
The MAIF insurer has opened an application in ChatGPT: by telling an address, the user gets an analysis of the housing exposure to climate risks (floods, storms, drought), then can switch to maif.fr or an advisor.
Money
Estimate the cost of cycling insurance and be oriented towards the adapted offer, in ChatGPT
The same MAIF application in ChatGPT makes it possible to estimate the cost of cycling insurance and to be oriented towards the solution considered suitable, before prosecution on maif.fr or with an advisor.
Admin
Sort declarations, extract exhibits, and direct animal and health claims
The FINARE Group has deployed an AI in animal and health insurance to assist managers in analysing and sorting declarations, extracting information from documents and guiding files; the decision remains human.
Marketing
Train Claude to write LinkedIn posts in the leadership style, almost without correction
Laura Bokobza, sparing partner of management in Bordeaux (LBK Consulting), provided Claude with her own texts: she publishes daily a post on cognitive biases and says to correct less and less.
Productivity
Receive minutes of a customer meeting ten minutes after check-in
The same independent recorded his meetings with Noota: audio and video, written by email about ten minutes later, adjustments, and then sent to the customer.
Health
Crossing a clinical intuition (ECG, drug interaction) with an AI and ChatGPT tool
Jonathan Favre, a general practitioner in Villeneuve-d-Ascq, at Atlas (surveyer OpenAI with ChatGPT) opened in consultation: a specialized AI tool confirmed a rare rhythm disorder on an ECG, then ChatGPT supported a suspicion of drug interaction.
Productivity
Create agents ChatGPT for tours, purchases and financial forecasts
Ferdinand Bézu, CEO of the agency Clikeco Armorique (small volume hazardous waste collection), has created several AI agents to optimize its tours, analyse its purchases and build its financial forecasts.
Research & watch
Create an AI agent to sort local ads on the real estate market
Thanks to an AI agent, Ferdinand Bézu (Clikeco Armorique) sought suitable premises by having real estate market advertisements analysed according to precise criteria, instead of spending hours opening them one by one.
Productivity
Create JIM, an AI agent of the real estate network to write the announcements and organize the prospecting
ERA France has created JIM, an AI assistant trained on the resources of the real estate network: for a negotiator, it helps to write announcements, organize prospecting and monitor customers, from the intranet.
Productivity
Create separate AI agent interfaces for real estate agency managers and managers
In order for JIM to respond to every business of the real estate network ERA, Cyril Maurel has created separate interfaces: briefings and action plans on managers, meetings and management side management.
Productivity
Create Smart Cargo Release, an agent to automate cargo release controls
In front of 1,400 people at the AI Now Summit, Rodolphe Saadé presented Smart Cargo Release, a case of IA use already engaged at CMA CGM to automate controls related to the release of goods.
Customer support
Create a conversational assistant for part of 54 million customer requests
CMA CGM presented a conversational assistant to handle some of the 54 million customer requests received each year in shipping — current priority of CEO Rodolphe Saadé.
Productivity
Create about 30 AI agents, including one for commercial proposals (4-5 h → 2 h)
The CMI consulting firm (about 100 consultants) has set up a Dust platform to create specialized AI agents: 60 to 70% of the time saved on the preparation of commercial proposals, increased from 4 or 5 hours to 2 hours on average.
Research & watch
Create a summary agent for 120 to 200 slides, twice as fast
Of the 30 or so agents created at CMI, those who produce summaries of documents — often 120 to 200 slides — would save 50% of the time, according to the firm reported by Consultant.
Research & watch
Create a qualitative analysis agent capable of reading up to 13,000 customer reviews
Qualitative analysis agents created by CMI can process up to 13,000 customer reviews, for example on Trustpilot, and extract numerical trends from them year by year.
Productivity
Create KamAI: 40 specialized assistants plus 90 designed by employees on Dust
The insurer Wakam created KamAI, an AI assistant platform on Dust: 40 specialist assistants developed by the company, 90 designed by the employees, claimed use rate of 72%.
HR
Create an HR Assistant capable of responding to internal policies across the country
As soon as Dust was launched, Wakam developed an HR assistant for internal policy issues, regardless of the country of attachment, to reduce the repetitive demands of the HR team.
Productivity
Create Dust and Make agents to write emails, enrich leads and find the right contact
Niels Rolland, co-founder of Paatch (freelance community, small team), created several AI agents on Dust and Make: e-mails, enhanced leads, search for contacts — up to half a day won a day, he says.
Productivity
Create 350 AI agents (Dust, n8n, Cursor, Claude Code) to automate revenue-generating teams
At Pennylane, Maxime Chauvisé (Growth & IA ops) says he has the internal record of creating AI agents: 350 designed, including a part abandoned after testing and others used daily, via Dust, n8n, Cursor and Claude Code.
Accounting & finance
Create Ratatouille, a Dust agent who runs a sub-agent brigade for finance
Martin Perrin, Financial Planning and Analysis Manager at PayFit (700 employees), created "Ratatouille", an agent who runs a sub-agent brigade, after the company connected Dust to its internal tools.
Research & watch
Create Lucy, an Azure OpenAI chatbot on 1.5 million GED documents
ITER has created Lucy, an Azure OpenAI chatbot connected to its internal GED (IDM), to explore over 1.5 million documents accumulated in over 30 years — texts and images.
Productivity
Let the trades create about 300 agents via Copilot Studio and Agent Builder
At ITER, about 300 agents were created by informed users with Microsoft 365 Copilot Agent Builder or Copilot Studio; ISD is now seeking to publish, maintain and govern them.
Productivity
Create DSI agents trained over one year of tickets for 50,000 IT applications per year
Within the ITER DSI (about 40 people), agents help developers and support to process tickets: about 50,000 requests for IT assistance per year, agents trained on a history of a year.
Creation
Create Dust agents to produce and track the SEO of five recruitment brands
Adeis HR, a recruitment firm of 12 people and 5 brands, created with Idoption Dust agents for the production of SEO content and position tracking, with 100% adoption among the pilot users.
HR
Create a Dust Officer to write job descriptions and prepare business proposals
At Adeis HR, Dust agents do not serve only in the SEO: they write job cards and help Tristan Girard arrive on an appointment with context, rather than a generalist pitch.
Admin
Create an AI officer who collects certificates and prepares CAC training statements
Fabrice Heuvrard, an accountant and auditor, created an AI agent who retrieves his training certificates from several sites, prepares CNCC returns and submits PDFs — he then validates himself.
Research & watch
Consult the regulatory documentation of an accounting firm via an AI assistant, 2,500 requests per month
At Cerfrance Côtes d'Armor, the regulatory documentation of the accounting firm consults with Luca (ComptaSecure): more than 2,500 requests per month and less than 1% incorrect responses, provided that the repository has been structured.
Productivity
Answer as fast as clients of an accounting firm who arrive with ChatGPT
At Trevys, John Levy, an accountant, had to "work with equal arms": customers arrive with some pointy questions of the type "ChatGPT m
Productivity
Have the accounting firm's e-mails written by the AI, and then quit because they sounded too smooth
Sanaa Moussad, a founding accountant of World Of Numeric, used the AI for assisted mail writing, then turned back: the formulations were too smooth, "too American," and the client saw that the message had not been read.
Productivity
Create LYA, an AI assistant for real estate advisors: 90% adoption, 3% support questions
The real estate network has created LYA, an AI assistant deployed at the end of 2025: almost 90% of its advisers are seized within a few hours; Only 3% of questions end up in customer service, according to DG Laura Pélisié.
Research & watch
Create Cléa, a conversational AI assistant to build a real estate project
Le Figaro immobilier has created Cléa, a conversational IA assistant (developed internally, launched at the end of June 2026) to structure a real estate project: market, financing, works, matching ads.
Productivity
Automate Excel formulas with an AI Copilot assistant on land
At Nhood (real estate services, 1,300 employees, 900 assets), one of the most popular uses of Microsoft 365 Copilot among 30 beta-testers is formula automation in Excel.
Productivity
AI Copilot Assistant for reporting and finding a four-year-old real estate file
Also at Nhood, Copilot serves as an AI assistant on a daily basis: meeting reports (management assistants) and document search in natural language, including a file stored four years ago.
HR
Generate HR content and communication by an AI Copilot assistant
At Nhood, HR, finance and communication teams were among the top 30 beta-testers in Copilot for content generation, document generation and reporting.
Marketing
Have his first commercial launch plan written with ChatGPT, for lack of marketing team
Jessica Wydra, solo founder of Nowa Cosmetics in Bordeaux, used ChatGPT as a "digital collaborator" to develop her first commercial battle plan in 2025 due to lack of human and financial resources.
Marketing
Produce a three-week advertising film in Paris with general AI, for a cost divided by eight
At AustraliaGAD advertising agency, David Leclabart tells of a film made last winter in Paris in three weeks thanks to the general AI, where it would have taken six months and more than one million euros; the cost was divided by eight.
Marketing
Create nine Dust agents to write business proposals and LinkedIn content from an agency
Maxime Blasco, founder of the content agency Momentum (finance and management), created nine agents on Dust: a commercial proposal that took 30 minutes to 1 hour is written from the customer's video; He's been using Dust every day for four months.
Customer support
Put conversational agents on an e-commerce site to answer product, delivery and returns questions
At Snowleader (mountain sports equipment, 250 employees, more than 90% of online turnover), conversational agents have been responding since November 2025 to technical questions about a product, the status of a delivery or a return, in seconds.
Learning
Show in class, as a teacher, what ChatGPT synthesizes the course — then compare it with students
The teacher Mickaël Bertrand plans, with his account, the synthesis ChatGPT of the course that has just ended, then compares it with his second students: relevant or not, instructions respected or not.
Learning
Have students analyze a ChatGPT response on Disembarkation, to find a hallucination
At Jules Ferry College in Villeneuve-Saint-Georges, teacher Antoine Cavelier and his mathematical colleague Sonia Nagoudi compare the 3rd with a ChatGPT response on the 1944 Disembarkation with a map, film and historian decryption, to detect plausible but false information.
Research & watch
Check in a few minutes, with GenIA-L, a technical point raised at the audit meeting
At the DBF Audit consulting firm, Nicolas Rene, mission director and auditor, uses GenIA-L to check in a few minutes a technical point raised in a customer meeting, where he previously blocked time to cross-check documentation.
Research & watch
Check a point of law and prepare a customer exchange in an accounting firm, with GenIA-L
At Fidunion's accounting firm, Dominique Périer has integrated GenIA-L Expert Accountant into his daily life: check rapidement a point of law, support an analysis or prepare a customer exchange.
Accounting & finance
Check the cost notes of a land with a Claude skill: half a day to 20 minutes
At Ceyba, a commercial center estate, a workshop-built Claude skill returns only non-compliant fee notes: the check increases from about half a day to about twenty minutes of proofreading.
Marketing
Produce and publish social media posts of a land, based on the charter, with general AI
Also at Ceiba (Commercial Real Estate), a tool for monitoring and generating social media publications, based on the editorial charter, has already been used to produce and publish several posts, with a commitment deemed notable.
Productivity
Write e-mails, analyze Excel files and synthesize Teams meetings with Copilot
At NOCEC, Nicolas Plé (DSI) deployed Microsoft 365 Copilot: the first visible uses, after three months, relate to reformulation of e-mails, minutes, analysis of Word and Excel documents, and synthesis of Teams meetings.
Learning
Find in a few minutes, as a teacher, a text course that ChatGPT or Claude offers — then filter it
Dorothée Lefebvre, an English teacher in preparatory classes, is one of the teachers who submit a specific application to ChatGPT or Claude and have a text base in a few minutes, where to find the right text took him an hour; She remains judge of the result.
Learning
Have ChatGPT write the run of a course, and Claude write the statement of a duty that theIA cannot do instead of the student
Alix de Loriol, a teacher in higher schools, prepares his courses faster with ChatGPT (moved according to the objectives) and refines the statements with Claude, looking for homework that theIA cannot perform in place of the students.
Learning
Build high school evaluation questionnaires with AI, and compare three assistants on the same geopolitical topic
Béatrice Rémy, a high school documentalist teacher, builds evaluation questionnaires with the AI ("super intern", always to be taken over) and trusts Perplexity for sources; in geopolitics, she asks the same question to three AIs to show that the answers diverge.
HR
Helping to write job descriptions, source and pre-qualify, without ever deciding whether to hire people
Jean-Claude The Great, Human Relations DG of L-Oréal, describes the AI in recruitment: it can help write job cards, source and pre-qualify, with a clear rule — no decision without human intervention.
Productivity
To equip 14,000 employees with an AI companion to automate certain tasks, after training 65,000 people
Still according to Jean-Claude The Great, L-Oréal has trained more than 65,000 collaborators at the AI; 14,000 employees are already using an AI companion to automate certain tasks and free up time for missions with higher added value.
Productivity
Replace an Excel file to track balance sheets with a kanban coded in two days with Claude
François Saunier, co-founder of Raly Conseils (a 30-person teleworker), replaced a shared Excel file that everyone hated with a kanban of balance sheets, connected to the API Pennylane, coded in two days talking with Claude.
Accounting & finance
Create Agent V7, a dashboard that releases financial analysis and a timed revision file in one minute
Lancelot Rivière, a founding accountant at V7LVET, has developed Agent V7, connected to the API Pennylane: real-time financial analysis and, in revision version, a timed file in a minute where a collaborator spent days.
Admin
Create an agent who onboards a new accounting firm client: 3 hours of access and mandate creations
Mathis Gonthier, associate accountant of the Cecca group (140 collaborators), created Senior Onboard agent: the reception of a new customer, which took 3 hours (access, administrative codes, bank warrants), run from end to end, interrupts if one lacks information, then resumes.
HR
Make every morning a n8n workflow that reads jobs boards and sends a digest of leads, with Claude
At BCP Partners, a Parisian executive recruitment firm, a n8n workflow travels every morning through job boards and career sites; Claude Haiku extract company and post office, rules of seniority sort, a digest arrives by e-mail at 8:45 am — about 2.5 to 4 hours earned a week.
Marketing
Have LinkedIn posts, articles and newsletter written to the voice of the leader, with an agent n8n and a human review
Also at BCP Partners, the Content Agent monitors 38 sources, keeps only what concerns the recruitment of executives, writes LinkedIn posts, articles and newsletter to the voice of the CEO; a second pass d
Productivity
Dictating e-mails and making appointments from the car, with a vocal assistant and IA, at Guy Hoquet's
Manon Bonnet, real estate agent of Guy Hoquet de Villenave-d-Ornon, uses a voice assistant and artificial intelligence to dictate certain emails and messages, and record appointments in his calendar, from the car.
Learning
Generate by ChatGPT three levels of writing instructions, to differentiate in 4th
Fanny Couturier, a French teacher at Leonardo da Vinci College in Belfort, asked ChatGPT to decline a 4th order (cont'd by "La Parure") according to three levels of difficulty, then add support resources.
Learning
Prepare courses, text searches, exercises and evaluations with ChatGPT, Claude, Gemini or Perplexity
Thibaud Hayette, a literary teacher at the Renon College in Vonnas (Ain), uses ChatGPT, Claude, Gemini and Perplexity as assistants to conduct courses, research texts, design exercises and evaluations.
Learning
Note by ChatGPT seven anonymous copies of the patent, after approval of the rectorate — and compare with humans
The same teacher noted by ChatGPT seven anonymous copies of DNB 2024, transcribed via NotebookLM (Gemini), with the endorsement of the Lyon rectorate: less than 10 seconds for questions, up to 9 points apart, the AI more generous and influenceable.
Learning
Coach ChatGPT by students to work on the essay, and show them that he invents quotes
Arthur Allain, French teacher at the Lp2i in Poitiers, project ChatGPT in class: students write the quick essays (subjects, plan, paragraphs) and correct the machine; It also shows them that the AI invents citations of works.
Productivity
Use the AI for site records, property searches and virtual tours at Orpi
Cyril Imsissen, a real estate agent for 25 years at Orpi, describes how the AI simplifies tedious tasks of real estate: the state of the place, the search for a good that will please a customer, virtual tours to project it.
Customer support
Connect iad real estate ads to a natural language search in ChatGPT
iad immobilier synchronizes the advertisements of its advisors with Omniy, whose application in ChatGPT analyzes a real estate project expressed in natural language and directs the demand to the relevant advisor.
Marketing
Write and translate bilingual real estate ads with CRM's AI, at Newton Agencies
Dan Newton, founder of the Newton Agencies (high-end residential real estate and atypical properties, international customers in France), relies on the ImmoWise module of the ImmoFacile CRM to write and translate advertisements without prompt detailed.
Learning
Analyze one sentence by ChatGPT in first, then build the right grammatical analysis with the students
Marie-France Gaillard, a teacher at the Lycée Follereau in Belfort, made her students pose a grammatical analysis at ChatGPT, and then discuss the mistakes to build an exact knowledge — an use designed for teachers of letters.
Learning
Write essay plans with a generative AI, then deploy a 6-hour module for every second
The teacher Mickaël Bertrand, at the Charles de Gaulle International High School in Dijon, proposes to volunteer students to make essayation plans with a general AI, then pilot a 6-hour exploration course for the 12 second classes.
HR
Reread job cards, generate interview questions and compare practical cases of candidates
Stéphanie Strause, HRD of Openclassrooms (250 employees), uses the AI in recruitment to reread job forms, generate appropriate questions, and compare answers to practical cases from pre-established corrections.
HR
Use AI assistants at all stages of recruitment, without ever letting the machine decide
Amélie Richardson, HRD Mirakl Group, and her teams use IA assistants from job posting to candidate feedback and internal debriefing, while keeping every human decision.
HR
Put in each manager's pocket an AI HR assistant: return from leave, long stop, preparation of interviews
Paul Sauveplane, HRD from Alan, has deployed models of AI trained on a RH base so that managers can find support alone — return from maternity leave, long-term stopover, preparation of interviews — alerting when human support is needed.
Marketing
Online on Concept, Dust produces the first marketing content bases and adapts them from one market to another
Marion de Robillard, world marketing and communication director of Qonto, connected Dust (RAG) to the Internal Concept, then marketing bots to produce first content bases and adapt them from one country to another — from 4 to 8 markets.
Productivity
Produce enriched Excel files and a reporting slideshow with Claude, in an accounting firm
Vincent Lacomme, an accountant and auditor, has been generating Excel files (formules, formatting, graphics) in Claude since September 2025, and is transforming a written meeting report into a PowerPoint slideshow to his charter.
Productivity
Train teams at Make and General AI to connect CRM, marketing, finance and support: 50 days won
At Daxium (nocode editor, less than 50 people), Yann de Saint Vaulry trained the entire team in Make and the general AI: the business tools (CRM, marketing, finance, support) are connected, and more than 50 working days have been released in 10 months.
Productivity
Magnify photos and ads, and formalize processes, in four Laforest agencies
Jérôme Cochin, head of four Laforêt Immobilier agencies (22 employees, Pyrénées-Orientales), use the daily AI to magnificent photos and real estate ads, write media, and write what was "obvious" in the team heads.
Marketing
Decline a commercial real estate campaign entirely in IA: 600 to 800 prompts per visual
Tristan Ehringer, marketing director of Unibail-Rodamco-Westfield, has commissioned the last campaign of the commercial real estate group entirely with the AI: Rosa Paris keeps artistic direction, The Refreshment Club product, 600 to 800 prompts per image.
Marketing
At Westfield Days, try makeup and IA-generated outfits to 500,000 visitors
For Westfield Days, Unibail-Rodamco-Westfield has integrated AI into commercial real estate: connected mirrors to test makeup and futuristic outfits generated by AI, with 500,000 visitors to Europe.
Learning
Create quiz, flashcards and H5P exercises from a PDF, for SVT teachers
Mélanie Fenaert, a SVT and SNT teacher at Blaise Pascal High School in Orsay, generates quizzes and flashcards with QuizWizard, and a series of H5P exercises (interactive video, glossary, crosswords) in a few minutes with Nolej, starting with a PDF or video — uses designed for teachers.
Learning
Make students argue against a "climosceptic" chatbot programmed by the teacher
Stéphane Agniel, a teacher at the Montpellier Academy, created a "climatesceptic" chatbot to train his students to argue, and another, by and for the 5th, which gives information about a seismic event, without leaving the theme.
Productivity
Ask a question in French on an Excel table, and get formula, calculation and graph
At Pericles Group, Thierry Sanson and Romain Vanacker tested Microsoft 365 Copilot out of 57 cases: in Excel, the tool operates an array put "in table form", answers an encrypted question, offers formulas and graphs from cross tables.
Customer support
Correct and optimize by default real estate network ads, for 100% of Nestenn agencies
At Nestenn, Cédric Le Roux has generally since July the linguistic correction and optimization of ads by AI, activated by default for 100% of the real estate network, after a chatbot 24 hours a day set up from its first year of franchise.
Marketing
Make a sectoral study of festivals and posts of the accounting firm with ChatGPT
Nicolas Poussy, an accountant who founded FIGUR
Productivity
Generate in one click the synthesis of a prospect in CRM, with Make and the API OpenAI, at Guigon Printing
Sébastien Guigon, Managing Director of Guigon Printing, has connected a general AI (API OpenAI) to the NocoBase CRM: a commercial triggers "generate a report" and gets a synthesis of the prospect, after a first training Make.com.
HR
Write offers, approach messages and recruitment scorescards at Sfeir
Vanessa Périllat, VP Talent acquisition at Sfeir (1,000 employees, 20 recruiters), increased its HR service from 10% to 90% daily adoption of AI between March and September 2024: job briefing, offers, sourcing, follow-up emails, scorecards, preparation and transcription of interviews.
Marketing
Visual production and acquisition videos with ChatGPT, Midjourney, Freepik and Runway at PMU
Olivier Pribile, marketing, product and e-commerce director of the PMU, supported the revival of online poker (February 2025) on the AI: ChatGPT writes the prompts for Midjourney, Freepik or Runway; The approach then serves the horse and sports acquisition campaigns.
Marketing
Produce a TV and digital back-to-school campaign entirely with the AI, at Carrefour
Mathieu Delcourt, International Director of Brand and Media at Carrefour, commissioned by Prodigious the entire TV and digital production of the back-to-school campaign — including human beings, remaining human voices — tested among 450 people.
Marketing
Target Ikea Family newsletters with a predictive model: +12% of buyers
Carole Feleppa, marketing director of Ikea France, has developed with VML an AI model (about 20 features) to target the newsletters of 12 million Family members: +12% of buyers and +10% of income attributed to a classic newsletter.
Marketing
Automatically moderate 80% of customer reviews and produce 50,000 content at Fnac Darty
Florence Lemetais, Sales and Marketing Director of Fnac-Darty, states that an AI automates 80% of customer feedback (20% remain human) and that the FDOne structure (with Publicis) produced 50,000 marketing content after 400 workshops.
Accounting & finance
Recognize invoices and pre-allocate entries in a 70-person accounting firm
Pierre-Yves Soulet, accountant and auditor of the firm RBA (Fondettes, 70 employees, 1,500 files), has been using for more than a year the professional tools of AI — not ChatGPT general public — to recognise invoices, pre-allocate entries and detect inconsistencies.
Learning
Create a "Nathalie Sarraute" bot and a quiz for students in high school
Alexandra Zonabend, a French teacher at the Georges Brassens high school in Paris, fed a HuggingChat bot with interviews INA by Nathalie Sarraute, created a myplato.ai quiz, and generated by the students portraits (Illuminovel) and directed (Haaluo) by H1 and H2.
Learning
Prepare courses and have ChatGPT tested by technology students at the college
David Plumel, a college-based technology teacher, uses ChatGPT to prepare his courses and writings, and has him tested by the students: build the plan of a presentation rather than write it, then "hack" the model to show the limits.
Marketing
Address 30% more accounts in Account-Based Marketing, thanks to the AI, at PwC
Jean-Paul Bouteloup, Marketing Director of PwC France and Maghreb, measures +30% of accounts with equivalent resources in Account-Based Marketing thanks to the AI, after a quickathon of 70 people and licenses Copilot (Anastasia Dorokhova, Mélanie Haget).
Productivity
Route customer requests with Make, classify emails with Gemini, process leads on n8n, at STERA
Nicolas Fernandez, Managing Director of STERA (Glass pans, 3 stores in Île-de-France, 20 employees), deployed a workflow Make every Monday 8 a.m. (VIP / non-VIP), a Gmail classification by
Marketing
Write ads and edit photos of a Nantes real estate agency, with ChatGPT
Adrien Tesson, sales manager of the real estate agency Maison BSR (Nantes, since 2013), uses ChatGPT to write empty property ads, add a blue sky on a photo taken in the rain, and virtually furnish an apartment that was not sold.
Marketing
Generate a travel video from the photos, in the real estate network The Résidence : +20 to +23% of consultations
The real estate network La Résidence deployed in early May 2025, for the agencies at the Digital+ Pack, a general video: from the photo report, the AI produced a journey, displayed on the site, showcases, e-mails and networks — +20% of single-mandate files, +23% exclusive.
HR
Answer HR questions (free, fresh) via internal
Andrea Da Costa, Scaleway HRD (600 employees, Iliad Group), has built Jean-Cloud, an internal HR chatbot: 470 users (70% of staff), more than 14,000 messages since early 2025, after 3,000 HR tickets per year for 2 to 3 HRBPs.
Customer support
Close 100% of client requests and reformulate advisor reports at EDF
Benoît Lamberti, Director of Marketing and Customer Experience BtoC from EDF (23 million private customers), indicates that 100% of incoming requests are analysed by the AI to reach the right advisor: +7 points of satisfaction, -18 points of hang-up; A reformulation tool helps with reporting.
Productivity
Write minutes of meetings with the internal assistant ChatADP for 4,000 employees
Caroline Blanchet, Marketing Director of the ADP Group, says that around 4,000 employees in Paris use ChatADP, the internal general manager, each month, to write meeting reports.
HR
Answer questions about leave and local politics via AskHR at Mantu
Claire Raynaud, deputy group HR officer of Mantu (12,000 talents, 60 countries), has led AskHR, an internal assistant who answers recurring questions on leave and policy by country, provided that the processes are first written.
Marketing
Analyze millions of opinions and generate creative assets for Accor brands
Jean-Yves Minet, president brand of the mid-range and economical brands of Accor, relies on Travelsify to analyze millions of reviews (price, breakfast, comfort) against competitors, and cites tools from AI to generate creative assets and adjust campaigns in real time.
HR
Answer HR questions in Teams with Agent Rairesresponse in France Télévisions
France Télévisions has deployed Raiponse, an HR agent in Microsoft Teams and SharePoint: leave, documents, orientation to the right contact — the Witivio publisher displays +100 hours saved per month, 95% adoption and 30% fewer HR requests.
Productivity
Summarize a 40-page DPE in 10 seconds and furnish a photo, in a real estate agency of the Netherlands
Oscar Motty, head of the real estate agency Motty Immobilier (Nancy, FNAIM), uses ChatGPT to summarize in 10 seconds a 40-page document on the evolution of the DPE, write the ads, and generate a virtual home staging from a photo.
Admin
Draft the preambles of the AG and synthesize the BACS decree, in a real estate trustee in Rennes
Mickaël Poirier, manager of the real estate trustee Poirier Syndic (Rennes, condominiums and tertiary), uses ChatGPT to reformulate, extract the points of a text, and draft the preambles of convocations of general assemblies — for example synthesize the BACS decree in a few lines.
Marketing
Find the issues and write the expertise firm's LinkedIn posts, with ChatGPT
Frédéric Tillard, a chartered accountant of the Co-pilots and d-O2lab Label, has trained his firm in ChatGPT: the AI is mainly used for ideas (video news bookmaking, LinkedIn posts, articles) and to improve editorial quality, "not yet" the time.
Customer support
Respond 24 hours a day to questions from insurance customers with a generic chatbot from Leocare
Christophe Dandois, co-founder, CEO and marketing director of the Leocare insurer, has launched a generic chatbot d'IA to respond to customers outside French customer service schedules: more than 2,000 sessions a day, 37% of interactions.
Marketing
Generate current insurance content for SEO at Leocare
The same Leocare leader uses AI in advertising: more campaigns, less expensive, and pages generated as soon as an insurance subject (bed pins, floods) appears in the media, making it a SEO lever.
Customer support
Explain e-POWER and then the entire range with a d
Coralie Musy, Nissan's vice-president brand & customer experience area, deployed an AI assistant on the site to explain the e-POWER hybrid technology, then a cross-sectional bot across the entire range, before sending the customer back to concession or call centre.
Marketing
Produce the content of the Qashqai, Micra and Silence S04 campaigns with theIA, at Nissan
Nissan has been using theIA for more than a year for advertising: three or four times more content per campaign, adapted to the platforms, including all the video from the site for the Silence S04-free electric car.
Learning
Write a sonnet with Poem generator, then reread it as a terminal baccalaureate pro
Gaelle Pouliquen-Samson, a French teacher, had her senior students write sonnets Professional high school baccalaureate Félix Le Dantec in Lannion with the AI Poem generator, then analyze hallucinations and prompts — an use designed for pro high school teachers.
Learning
Transforming the poems of the students of 5th in images IA on Vittasciences, in college
Theodore Carloux, a French teacher, has glued the poems of his students from 5th of the Collège Toulouse-Lautrec in Toulouse in Vittasciences.fr to generate images, then to spot gaps, inventions and homonymies — an use designed for college teachers.
Marketing
Write posts, articles and market research skeleton with ChatGPT, in a firm of expertise
Sanaa Moussaid, an accountant and founder of the firm World of Numeric, has ChatGPT write articles, postwordings and the skeleton of a market study, always reworked by the team.
Productivity
Earn 4 to 5 hours a week on mails, sourcing and tables at SO'PROGEX & 2K
The firm of expertise SO'PROGEX & 2K (Saint-Genis-Laval, 28 trained collaborators) relies on Perplexity and Gemini Notebook for confidential sourcing, and on AI to prioritize the mailbox, write mails and tables: about 4 hours won a week on mails, up to 5 hours per research collaborator.
Customer support
Send a PDF quote by a voice assistant connected to n8n, at Magnolia Caterer
JLB Events / Magnolia Caterer has built a voice agent that follows the logic of the estimate form: the prospect calls 24 hours a day, converses, and receives the PDF by email and SMS a few seconds after hanging up, via n8n.
Productivity
Estimate the volume to move from photos, and ingest emails with n8n, at Bailly
Bailly Move centralizes form and e-mails (done by n8n) on the same endpoint, then causes the volume to be estimated by a multimodal AI (Gemini) from the customer's photos, before scoring each request.
HR
Answer the HR questions of employees (leaves, maternity, paternity) with a chatbot Llama at Auchan
Samir Amelllal, DSI and CDO of Auchan, describes an internal IA assistant limited to human resources: employees interview a chatbot Llama in-house on leave and maternity or paternity days, which would save HR managers a day and a half to two days a month.
Customer support
Helping call centre operators with GPT-4 Enterprise and an RAG at Auchan
At Auchan, customers do not talk to an AI: a GPT-4 Enterprise assistant, powered by a RAG on support documentation, helps call center operators respond in natural language; the DSI cites an average reduction of 20% in call time.
Productivity
Questioning the code of a poorly documented logistics middleware with an assistant Gemini, at Auchan
Auchan built an AI assistant (Gemini, Google cloud) from Word, Excel and comments code and documents, to explain to developers the flow of a poorly documented logistics middleware: 30% of the most complex feeds rewritten in three months instead of one year.
Learning
Compare Claude, Perplexity, Gemini and ChatGPT to support autobiographical writing in 3rd
Claire Ridel, professor at Henri Matisse College in Grand-Couronne, tested four IAGs to write instructions, lexical banks, primers and assessment grids written autobiographically in 3rd — an usage designed for teachers of letters.
Productivity
Calculate rental profitability and write ads and emails with ChatGPT, in real estate
Mathieu Reinbold, manager of the real estate agency La Résidence in Beauchamp (95), says using
Marketing
Decline campaign visuals with general AI at SodaStream
Thomas Sandoz, marketing director of SodaStream in France, maintains a traditional strategic creation and uses the generic AI for adaptation and visuals, in order to reduce indirect costs, while developing a GEO roadmap.
Productivity
Train 13 employees at ChatGPT, Claude and Copilot for review, reporting and correspondence at CAPA
The firm of expertise CAPA mapped its usage cases and then trained 13 employees on ChatGPT, Claude and Copilot, applied to revision, reporting, customer mail and file synthesis.
Productivity
Analyze a 100-page PLU with a personalized GPT at an eXp real estate advisor
Sébastien Pons, real estate advisor in the Yvelines (eXp network), created a personalized GPT to interrogate a PLU of 100 pages: addition of floor, building rules, proximity to historical monuments, without "cracking" the document.
Marketing
Produce posts, blog and video of one minute in less than twenty minutes, at a real estate advisor eXp
The same real estate advisor eXp has developed a GPT for social networks, another for his blog, and video avatars: a single shot, then an one minute video "with a coherent text in less than twenty minutes".
HR
Make available to all employees a top level HR chatbot at France Télévisions
Audrey Guidez, HRD of the Information de France Télévisions, describes an internal HR chatbot, fed by the AI, accessible from the workstation for general first-level questions — an assistant next to the phone and email, still first reflexes.
HR
Answer first level HR questions (leaves, telework, training) on the intranet in Rueil-Malmaison
The city of Rueil-Malmaison opened in 2025, on its intranet, a general conversational agent dedicated to HR questions: posing leave, teleworking arrangements, training offered, for agents of remote sites.
Marketing
Switch video detour from two weeks to two minutes, and decline SEO content from global to local, at Generali
Rodolphe Pachot, marketing and digital director of Generali France, quotes a video detour from two weeks to two minutes thanks to the AI, and the adaptation of SEO content from the global to the local, while making "very few pure creations via AI".
Learning
Write the SEGPA newsletter feet with a first spray of AI, then put his foot back to the college
Nadège Le-Nir, a teacher of SEGPA and principal teacher of a four (16–17 students) in a college in the Eure, produced a first draft of appreciations by the AI (SEGPA context, tone, length) and then reworked it — an used designed for teachers.
Productivity
Transforming workshop planning meetings into e-mail alerts for each commercial, at Publiscreen
Publiscreen (SME from PLV, €13.6 million, Hauts-de-France) records its two daily workshop points: a language model brings together transcription and customer files, then each commercial and currency exchanger receives a targeted e-mail — 9 people equipped, +99 min/day declared.
Learning
Investigating second-hand students with an AI tutor who never gives the solution, in high school
Grégory Michnik, SVT teacher at the Scheldt High School in Valenciennes, designed Doctor Maison for his second students: an AI animates the characters of a biology survey, acts as a parametric tutor, and does not have the right to disclose the answer — an usage designed for teachers.
Marketing
Create ads and edit photos with the network's internal AI, at Safti
Gabriel Pacheco, president of Safti (a real estate network of 5,800 agents), describes an internal tool of the AI to write the advertisements and retouch the photos: more than half of the advisers use it, without obligation.
Productivity
Use ChatGPT as an administrative and calendar assistant, at Safti agents
The same real estate network trains its agents in ChatGPT to make it an administrative assistant and manage the calendar: Pacheco places the penetration rate of this use "close to 100%".
Productivity
Prepare a customer appointment and translate reports for 30% dirty productivity and marketing from Alan
Aurélie Fliedel, CMO from Alan, describes an AI assistant on the basis of internal knowledge to prepare a customer meeting, and Quill then GPT to transcribe and translate his screwsios — uses that would have allowed "30% productivity in 2024 into dirty and marketing".
Marketing
Create mascot visuals without designer, and reduce SEO production cost by 57% at Alan
The same CMO of Alan cites an internal tool supported by Scenario for mascot visuals (Runway, Midjourney too), "15 % of our commercials" with AI, and quick SEOs that have "reduced our production cost by 57 %"—human is finalizing.
Marketing
Interview an internal RAG assistant to digest marketing studies at AXA
Jérôme Amouyal, a global media and marketing effectiveness director of of
HR
Answer HR questions (leaves, convention, procedures) via an intelligent wiki at Natran
Natran (ex-GRTgaz, 3,000 employees) has put in production, with Expertime, a conversational agent of wiki HR: collective agreement, leave, procedures — an internal assistant for human resources, without searching the binders.
Productivity
Analyze a tender in 15 minutes and check a disaster in 5 minutes, with four agents n8n, at Piliot Assurances
Pilliot Insurance (courtesy, 110 employees) has put in production four AI agents on n8n and OpenAI: one for insurance tenders (2–4 h → 15 min), three for compliance of contracts and claims (45 min → 5 min) — 190 h/month declared.
Admin
Write your e-mails and defuse a delicate email with ChatGPT, in an accounting firm
Pascal Rodrigues de Sá, an expert accountant in Bordeaux, uses ChatGPT to write his e-mails and, in delicate situations, "round the corners" — a daily practice of expertise, including Q/An and English learning tax.
Productivity
Format photocopies of tables in a spreadsheet with ChatGPT, in real estate in Rennes
Pascale Vautier, managing director of Koti Immobilier in Rennes, consults ChatGPT several times a day as an assistant: she scans photocopies of paintings and asks her to put them in shape in a spreadsheet, "immediate" where the seizure took "a lot of time".
Marketing
Have ads written from keywords, in the style of the agency, at Koti Immobilier
The same manager of the real estate agency in Rennes feeds ChatGPT from its old advertisements: it inspires itself, then it provides it with only a few keywords to write "in [sa] way, unique".
Learning
Write a new dystopia with a chatbot who never writes in place of the student, in college
Thibaud Hayette, a teacher at the Renon College in Vonnas (Ain), had a new version written in pairs, in the third, of at least 1,500 words in five hours, helped by Didakbot3 set to never write in their place — an usage thought for teachers and students.
Learning
Confronting the students' rewriting with that of Mistral, in the 1st high school
Sabrina Champagne Taochy, in La Réunion, had her students turn an experiment from Manon Lescaut into a theoretical text, then briefped among the copies a version requested from
Marketing
Ask 43,000 natural language marketing studies at Nestlé France
Camille Falguière, marketing director of Nestlé in France, describes Knowledge Nest: more than 43,000 studies (consumers, shoppers, watchmen) charged for marketers to question the natural language tool, for example on Gen Z and its eating habits.
Customer support
Qualify sellers on WhatsApp with theIA, and double the conversion rate, at SeLoger
Baptiste Capron, managing director of SeLoger, quotes an artificial intelligence qualification experiment on WhatsApp, on the sales routes of real estate: a "double conversion rate".
Marketing
Search for a natural language route in ChatGPT, at Eurostar
Eurostar launched in August an official application in ChatGPT: schedules, travel times and prices in real time, then redirect to the site to book. The traffic to eurostar.com from the platforms of the AIA was multiplied by five (January 2025 – June 2026), of which 85% via ChatGPT in June.
HR
Answer leave and RTT questions with AskHR at Dailymotion
Ornella Amsellem, DRH of Dailymotion (450 employees, 2 agreements), deployed AskHR, chatbot HR 24/7 on Dust: first-level administrative issues were divided by two, tickets dropped by 30% from the first month, usage increased from 10% to 80% in a few weeks.
Customer support
Ask ads in natural language in ChatGPT, at leboncoin Immobilier
Olivier Buchy, at Leboncoin, describes a ChatGPT application that questions real estate ads: subjective criteria ("cosy", "with view") translated into parameters, "volumes of requests [qui] mount rapidement".
Customer support
Respond to 30% of agents' calls in the evening and weekend, at Capifrance
Olivier Le Gallo, president of DigitRE Group (Capifrance and Optimhome), launched in the summer of 2026 a customer relationship agent for real estate agents: he "responds to about 30% of calls", especially at night and weekend, the complex cases remaining human.
Productivity
Prospecting with Bluu, the AI tool of the network, in more than 200 agencies Guy Hoquet
Stéphane Fritz, president of Guy Hoquet l'Immobilier, says that Bluu incorporates a prospecting tool enhanced by the AI (Naxos): more than 200 real estate network agencies are already using it, the entire network by the end of 2027.
Learning
Prepare sequences and bulletins with AI, in a letter teacher
Laurent Villemonteix, a letter teacher and academic trainer, describes his actions: preparation of assisted sequence (canevas, differentiation), design of evaluations, help with correction, and writing of bulletins — a purpose designed for teachers and students.
Marketing
Search keywords and write web pages with Copilot, at Talan
Gaëlle Germe, Head of Brand Content at Talan, uses Microsoft 365 Copilot for marketing: searching for keywords and writing pages, to optimize SEO.
Customer support
Take over holding calls with Joe AI at Laforest
Yann Jéhanno, president of Laforêt France, describes Joe AI as a rental: connected to the information system, the tool takes over when the real estate teams cannot answer all calls, exchange with the candidate, question the base and propose goods.
Customer support
Search for a natural language property on Orpi.com, with Kleio
Orpi, together with Kleio, has deployed a d'IA platform on Orpi.com and the 1,250 real estate agency sites: natural language queries, recommendations, and catalogue readable by ChatGPT, Claude or Google AI Overview.
Marketing
Propose two pre-written ad versions to each mandate, in real estate iad
Olivier Descamps, managing director of the French Real Estate Council, describes the AI integrated into the tools of real estate advisors: at the time of the takeover, two versions of the announcement are generated automatically, "nearly never repeated as is", basis that the advisor enriches.
Creation
Virtually furnish empty accommodation at iad
The same DG in France cites two other IA uses in real estate: reporting a backlight or a photo too dark, and virtual home stagging for an empty dwelling or a raw plateau, to help buyers project themselves.
HR
Synthesize recruitment interviews with Briefly at Derichebourg Interim
Derichebourg Interim and Recruitment deploys Briefly, assistant IA internal: during a telephone interview or in visio, the tool records, organizes diplomas and skills, then generates a synthesis that the recruiter rereads before integrating the profile — the time taken to take notes is declared reduced by half, on more than 400,000 interviews per year.
Admin
Preparing customer mail drafts with Claude, at an accounting expert
Brandon Muller, an accountant at Axiome Associés (South of France), connected Claude to Pennylane and Microsoft 365: a routine prepares a draft answer for every customer email, ad class and prospect without a plug, and nothing leaves without it.
Productivity
Pilot Neo from ChatGPT or Claude, at a real estate network
Michael Benchabat, founder of BestGoods (405 agents), equips Neo's real estate software with an MCP connector: an advisor interrogates ChatGPT, Claude or Mistral to recover its priorities, prepare a recovery or an estimate – nothing is sent without its validation.
Marketing
Test ChatGPT Ads on fibre and mobile offers, at Bouygues Telecom
Habi Hane, head of the Bouygues Telecom media hub, tested ChatGPT Ads with Cosmo5 on fibre and mobile offers: traffic has been multiplied by four times compared to organic traffic from LLM, with real micro-conversions.
Legal
Analyze a legal, tax and accounting contract with an accountant
David Baubet, Associate Accountant of Cabinet Baubet (6 collaborators including 2 accountants, Alliance Eurus), uploads a contract to GenIA-L to verify its legal, fiscal and accounting validity, then extract a frame and points of attention.
Admin
Transform PDF commands into e-shop cart with n8n and Mistral, at Claire Pro
Claire Pro (Claire Group, more than 320 employees) receives about 100 PDF orders per day: an agent n8n, with Mistral keeping private, extracts references, quantities and prices, and the ADV team validates the basket before generation on the e-shop.
HR
Read 26 500 recruitment conversations on
AXA France deployed a chatbot to its career site: the analysis of the 26 500 conversations recorded in 15 months allowed us to see what the candidates were really asking – questions about the process, expectations of the position, hesitations.
HR
Propose a natural language training plan with Hector at Showroomprivat
Matthieu Pecqueux, DRH Learning from Showroomprivé, designed the assistant Hector: the collaborator expresses his need for training in natural language, and Hector proposes a plan that combines practical exercises, exchanges between peers and adapted content.
Marketing
Identify the intention to purchase real estate with the AI, at ParuVendu.fr
Laurent Radix, head of ParuVendu.fr (6,000 real estate professionals) has developed in-house AI-based tools to identify Internet users who demonstrate a real intention to buy – at a stable audience, contacts have grown by 41% at constant perimeter.
Sales
Prepare the argument for a real estate ad with Cléa, at Figaro Classifieds
Stéphane Anfosso, DGA de Figaro Classifieds, describes an use of Cléa asked by real estate networks: to paste an ad Figaro Immobilier and get questions from a buyer, arguments to put forward and points of vigilance for the supplement.
Productivity
Seize a property or an appointment with Scout, in real estate ImmoFacile
Reda Mahfoud, head of Orisha Real Estate, describes Scout, a conversational agent already operational: a real estate advisor can already enter a property or save an appointment via the interface, without going through CRM menus.
Admin
Write e-mails, summary notes and reports to an accountant
Guillaume Huret, Associate Accountant of A2C Expertise (Elbeuf), relies on GenIA-L to ease the writing of emails, summary notes and reports, and to explain an accounting point at the level of each manager.
Admin
Treat a GPA reserve in two minutes with n8n and Mistral, at Fayat Immobilier
Fayat Immobilier deployed, with FlowMinds, an agent n8n and Mistral on the GPA reserves: extraction, criticality CCAG, intervention sheet and accused — 25 minutes reduced to about 2 minutes (−92 %), more than 100 hours per year and per manager, with human validation.
Admin
Point the hours to Excel with n8n and Mistral at COVERIS
At COVERIS (glasses and facades), the installer declares his hours in vocals in Teams: n8n, Mistral/Voxtral and Excel transcribe, structure and produce the monthly accounting summary — 30 seconds per score, about 10 minutes per week.
Customer support
Search accommodation and make an appointment without leaving ChatGPT, with Omni
Franck Le Tendre, co-founder of Omny, connected the professional real estate inventory to ChatGPT: the individual tells about his project, consults the announcement and asks for an appointment with an agent — without leaving the assistant. 350,000 users and more than one million conversations in six months.
Marketing
Write advert and home staging in Dome, at a real estate network
Maël Thomas, managing director of Liberkeys, has integrated the AI natively into Dome: photo editing and home staging (Haqi partnership), and automatic writing of advertisements from the data of the property, without leaving the tool of the real estate advisor.
Sales
Receive a trade speech adapted to each lead real estate, at Liberkeys
The same Liberkeys DG describes the Droppy leads enriched by the AI in Dome: beyond contact, the real estate advisor receives recommendations of commercial discourse, built on the exchanges already made, the good and the localization — almost 30% of the advisors' GC comes from the leads network.
Learning
Dialogue students 40 minutes with a chatbot on Father Goriot, at a teacher's house
Christèle Proisy, a letter teacher at the Claude high school in France (Romantin-Lanthenay), created a chatbot on 1 course1bot: about fifteen second-level students dialogue 40 minutes to determine the realism of Father Goriot; The evaluation focuses on the process and questions, not the copy of the AI.
Learning
Interview a Nao robot (ChatGPT or Mistral) in HGGSP specialty at a teacher
Paul Fermon, a history-geography teacher at the Raynouard High School (Nice Academy), taught Nao the content of his YouTube channel, then had quizzes and oral geopolitical (War and Peace) pose: the students held the two-hour session.
Productivity
Obtain an immediate answer to a complex question from an accountant
Pierric Henriquet, Associate Accountant of the firm Ekza (near Boulogne-sur-Mer, 4 associates, nearly 70 collaborators), uses GenIA-L for an immediate answer including on complex questions, instead of lengthy documentary research.
Customer support
Search for voice accommodation in natural language, with NoovIA
Marc Gallon, founder of Noovimo, launched in May 2026 Noovia on noovimo.fr: the private person describes his real estate project aloud — a house with garden, bright, twenty minutes from the sea, under 350 000 € — and the assistant seeks, without form.
Marketing
Reform real estate ads with ChatGPT, at an agency
Mélanie Laffite, manager of the real estate agency Rue Principale (Le Houga, Gers), submits the text of her advertisements to to improve it according to the customer concerned, to refocus it on the municipality, and to love for a better referencing — a task that went from three or four hours to a few seconds.
Marketing
Prepare two network content, Instagram and Facebook, with ChatGPT
Naoko Hirobe, manager of IMA (Japanese fine grocery store, Saint-Nazaire), asks ChatGPT for two editorial versions — one for Instagram and the other for Facebook — after a CCI session on SEO; It then refines the bot (keyword, customers) and controls each response.
HR
Answer HR questions about Slack with a Dust assistant at Alan's
Lucas Picot, the data manager for Alan's RH, connected a Dust assistant to Slack: when an employee writes to @people_oncall, theIA runs through the internal database and proposes an answer; HR periodic (11 people, one day every two weeks) re-reads and resumes as needed.
Learning
Design an educational escape game with AI, at a teacher
Ophélie Gibert, teacher of letters, descriptions the fact sheet 28 of her guide (Belin Éducation, with Cécile Cathelin): the AI offers the frame, links the puzzles and signals the holes; The teacher keeps the
Learning
Make students distinguish IA images and authentic photos, in a teacher
Lydie Fachan, a French teacher at the Collège Voltaire (Tarbes), has carried out a critical project throughout the year: the 4th distinguish in the picture a generated image (the pope in Balenciaga doudo) of a real photograph, in a framework of media education.
Accounting & finance
Bringing customer transfers together with an agent Claude at Evaneos
Guillaume Lalau, head of accounting and treasurer at Evaneos, created a dozen agents Claude: to find which file corresponds to a transfer took him two hours; Agent does it in ten minutes, under human validation.
HR
Prepare a team interview with an AI agent at Mirakl
Juliette Henduze, Mirakl's Director of Customer Service (about 20 people), asks an AI agent before an interview with someone in his team, to be more attentive to his needs; She sees "a pair with whom brainstorm".
Dev
Find the origin of a bug with Claude Code, at a product manager
Alizée Gottardo, product manager at Lucca (800 employees), relies on Claude Code to examine a piece of code and understand the origin of a bug, without depending on a developer for this low value added task.
Sales
Synthesize land calls in real estate CRM, with Leedflow
Clément Réau, head of Leedflow, describes an AI assistant connected to professional lines: each call, SMS or WhatsApp from a real estate advisor is synthesized, poured into the contact form, and an action is placed in the calendar.
Productivity
Read a scanned condominium settlement with theIA, in real estate
Sylvia Versiglia, at Orisha Real Estate, describes virtual assistants integrated into real estate software: extract useful information from an old condominium settlement, a scanned document or an archive, for day-to-day management.
Productivity
Synthesize 3,000 pages of a file with AI agents, in insurance at SCOR
Xavier Dubois, a subscriber at SCOR, designed AI agents to synthesize 3,000 to 4,000 pages of files — engineering reports, financial statements, ESG — and challenge his own risk analyses, where several days of reading still left information to escape.
Sales
Market newsletters read by an AI agent every morning at TF1 Pub
Dimitri Marcadé, at TF1 Pub since 2009, has created an agent who reads his newsletters before the beginning of the day, identifies what concerns him and sends him an email of the ten most important points; IA also helps prepare an appointment, e-mail or argument.
HR
Automate operational HR tasks with Claude, consultant at Biarritz
Florence Negre, independent HR consultant in Biarritz since September 2025 (TPE and SME: payroll, social, personnel administration), relies on Claude to automate many HR tasks and free time for humans and strategy; "Without the AI, I wouldn't have started."
Productivity
Create and maintain dashboards with Claude, without developer, at MyVariations
Cyprien Bigo, Director of Operations at MyVariations (30 employees, Paris), relies on Claude, ChatGPT and Gemini to create and maintain dashboards without asking a developer; When he returns from vacation, he asks Claude for an emergency report.
Sales
Answer portals and publish on networks, in real estate, with SweepBright
Valentin Leforestier, director of Leforestier Immobilier in Normandy, estimates at about ten hours a week the time saved thanks to AI agents of SweepBright: automatic responses to requests from portals, and publications on networks from warrants, sales or notices.
Public services & local government
Reply to the standard in the evening with the city of Chartres
In the city of Chartres and Chartres Métropole, the ChatGPT-based vocal robot, C'LIA, takes over the standard from 6 p.m. to 9 a.m. and on weekends; Six officers handle 400 calls a day, and Mayor Jean-Pierre Gorges already extends ChatGPT to the cabinet's mail.
Admin
Automatic daily teasks with
Baptiste Braux, who opened Kafé in the 10th arrondissement of Paris in April 2026 (kitchen and dining room), relies on Claude to automate certain tasks of coffee; "IIA helped me to take off certain tasks which, in the long run, might have disgusted me."
Learning
Produce uchrony with Canva and ChatGPT in high school
Ludovic Chevassus, a high school teacher at SNT, had two classes work on the alternative chronicles contest: image with Magic Media (Canva Education), upstream research with ChatGPT, text refined by some students.
Productivity
Interview technical documentation with an AI agent, in industrial maintenance at CNR
Lucille Roger, head of MOA IT at the Compagnie Nationale du Rhône, moved an AI agent from a POC 2025 to a production start in March 2026: faced with a defect on an alternator, the operator interrogates notices, diagrams and industrial maintenance reports.
Health
Write the consultation report while the caregiver listens to Éléa Health
In Éléa Santé (Montauroux), the five caregivers at the Sleep Clinic use Heidi: about night minutes saved from a 20 minute consultation, looking at the patient; questionnaires and technical reports are included in the report.
Legal
Synthesize thirty pieces before a legal expert, at a lawyer
Emeric Desnoix, associate lawyer of Desnoix Avocats (Tours, about twenty people), imports about thirty pieces in the Assistant Doctrine on the eve of an expertise: synthesis of the stakes, then verification of an adverse information from the phone, in session.
Public services & local government
Summarize emails and reports with Copilot, Gard Department
In the Gard department, Pierre Chambon (data developer) has been describing 150 Microsoft Copilot licenses since November 2024: the frameworks are used to sort and summarize emails, draft working papers, minutes of meetings and search for documents.
Health
Write the report of consultation with Nabla, at an ENT surgeon
Dr. Jean Movsessian, surgeon ORL, transcribes the consultation by Nabla: the caregiver remains turned towards the patient; the secretariat shall re-read the report before sending to the correspondent, instead of several months' delay at the hospital.
Productivity
Remove the Pareto from faults in ten minutes with Copilot, in industrial maintenance
Gaëtan Goguet, maintenance manager at Saga Décor (Verallia group, 45 people, glass bottle decor), exports the GMAO in CSV and asks Copilot Premium the Pareto for faults: a "big study" comes out in less than ten minutes.
Legal
Write forgery findings in an hour at a lawyer's house
Vincent Durand, Associate Counsel for Cogep Lawyers, provided opposing conclusions and exhibits to the Assistant Doctrine (agentic mode, Flow Litigate): one hour of work where it would have taken five, to file in time.
Legal
Write a legal note in 30 minutes with a legal director
Claire Kapea, Legal Director of the BETOM Group (Engineering, Master's of Work), produced with the Assistant Doctrine an argumented and quirky answer in 30 minutes, where a note took half a day or even two days.
Productivity
Prepare the morning note and Monday agenda with Claude at Defacto
Jordane Giuly, co-founder of Defacto (business financing, about 30 employees), reads a note Claude every morning: agenda, emails, Slack, interlocutors; Monday, the agenda that took part of Sunday evening is ready in a few minutes.
Sales
Preparing responses to calls for tenders from a building SME faster
The Cornec establishments, SMEs in plumbing, heating, air conditioning and photovoltaics in the Pyrénées-Atlantiques, rely on the AI already present in their business software, associated with the general AI, to analyze the consultation files and prepare their offers.
Legal
Helping communities question public procurement law, with sources
Nukema, a subsidiary of the publisher Atexo, has integrated into its community software an assistant able to answer public order questions by quoting texts, after a first documentary chatbot.
Productivity
Accelerate writing of internal technical documentation
At Mirakl, the technical editors relied on ChatGPT Enterprise to produce the product documentation faster, while improving consistency between teams.
Customer support
Answer support questions from documentation, 24 hours
Mirakl built an agent who answers support questions by relying on his documentation, including off-time and in several languages, to leave the teams on more complex cases.
Sales
Integrate a merchant catalogue much faster, with fewer category errors
Mirakl has developed a native IA "Calog Transformer" that greatly accelerates catalogue boarding and reduces categorization errors, a critical point for marketplaces.
Accounting & finance
Sharing customer communication and accounting classification agents in a network of firms
The German network HSP GRUPPE has transformed individual uses of ChatGPT Enterprise into shared agents, in particular to prepare customer communication and help classify accounting entries.
Money
Prepare in two hours analysis of several real estate investments
Magdalene Posnak, partner with HSP GRUPPE, says that an analysis of several real estate investments, which took him about nine hours, can now be prepared in about two hours with ChatGPT, the time saved going to the customer council.
Sales
Accompany the entire journey of buying and selling a car by voice agents and chat
Cars24 deployed voice and chat agents, powered by the API OpenAI, to qualify a need, recommend a vehicle, take a test, restart and ensure the after-sales, on a scale of more than one million minutes of conversation per month.
Accounting & finance
Automatically check purchase requests beyond a threshold
At Cars24, a team finances using Codex to reread applications and purchase orders above a threshold: the tool reports anomalies and can approve files without warning on its own.
Sales
Pick up off-time requests and make an appointment for a local business
Podium has deployed Jerry, an agent who responds in less than a minute, captures requests and makes appointments for local businesses, including evenings and weekends, when no one is available.
Sales
Create an e-commerce quote form in half a day with Claude, at Femat
Florian Brunet-Lecomte, head of Femat (insulation negotiation, Fematshop shop), had Claude produce the e-commerce quote form — content, icons, CSS, Formspree — in half a day, where a provider would have taken €2,000 and three weeks; The assistant also publishes the product sheets every week, via MCP Shopify.
Legal
Draw the table of ESUS criteria in five minutes with a lawyer
Clément Perrot, associate lawyer of 1748 Lawyers (Rouen, company law), asked the Assistant Doctrine for a table of the conditions ESUS, including legal bases: less than 5 minutes, then 15 minutes of control, where it would have taken 1:30 hours to open Excel and cross-check the texts.
Legal
Find similar VEFA cases in a few minutes at a lawyer
Jean-Marie de Poulpiquet, lawyer at Annecy, asked the Assistant Doctrine for cases of non-compliance VEFA close to the file: two decisions in a few minutes, where the compilation would have taken hours; The tri jurisprudential, however, goes three to four times faster.
Health
Prepare a review from 80 files with a TPM, in a massager-kinesistherapist
Patrick Couny, massager-kinesistherapist and president of the Pays de la Loire region, has created the GPT Bilan Kinde from 80 old reviews: the caretaker sixteens motivation, deficiencies and objectives, and the tool offers a first review for the patient.
Health
Get a list of 20 targeted words with ChatGPT, at a caregiver
Claire Gouissem, a speech therapist in Longueau, asked ChatGPT for a list of twenty words — for example common names starting with B and two syllables — instead of looking for them by hand for her patients.
Public services & local government
Write the proceedings and seek the law with Delibia, at the town hall of Saint-Denis-sur-Sarthon
At the town hall of Saint-Denis-sur-Sarthon (Orne), Mayor Guillaume Julien announced Delibia for the two secretaries, Mireille Thuault and Morgane Guenon: automated deliberations and search in a text base, to alleviate a high pace of work, without replacing them.
Public services & local government
Write the report of the council from a dictaphone to Villeneuve-Saint-Denis City Hall
Peggy Pharisee, mayor of Villeneuve-Saint-Denis (Seine-et-Marne, 1,400 inhabitants), automatically had the municipal council minutes written from the recording of the dictaphone, and a software archive then classified the mails by theme, since the sick stop of the town secretary.
Public services & local government
Summarize a 300-page file in minutes at The Hague City Hall
Jean-Marc Gaillon, Mayor of The Hague (Seine-Maritime, 366 inhabitants), summarizes a 300-page document in a matter of minutes, where certain tasks took him several nights; The tool is also used to search for models of acts and to draft deliberations and decisions.
Health
Write the consultation report without leaving the patient in a caregiver
Dr. Vincent Misrai, an urologist surgeon in Toulouse, uses Nabla at each consultation: the caregiver is no longer riveted on the screen, listens to the patient and notes an attitude or scar; the consultation report is structured to be validated.
Health
Preparing a MDHC file in five minutes with Heidi, a doctor
Dr. Célestin R., a liberal general practitioner (sleep and expertise), crosses the patient's file and the consultation transcript in Heidi: a complete CDMH file comes out in five minutes; In total, about one hour of administrative work is released per day, including letters to specialists.
Productivity
Summarize Teams conversations on leave return with Copilot at Peaksys
Sandrine Mercier, head of engineering at Peaksys (Cdiscount's tech subsidiary, about twenty developers), asks Copilot, in Teams, for a summary of the key points of the missed conversations: within minutes, without rereading all the messages.
HR
Structure the action plan of the annual interviews with ChatGPT, at Peaksys
The same pole manager at Peaksys (Cdiscount) prepares the annual and quarterly interviews of his team with ChatGPT: plan of actions in table, formulation of objectives, based on the criteria and context provided, to focus on the exchange rather than the form.
Productivity
Create a trade assistant in one hour rather than a project at 80,000€, in a cold industrial
Paul F. Minssieux, DSI de Clauger (Industrial ETI, 3,000 employees, cold and air treatment), opposes a project of €80,000 to an assistant created in one hour that saves 5 minutes a day; 200 makers have already fed a library of more than 250 assistants, some 50 of whom are used daily.
Legal
List the vigilance points of supplier contracts with an agent, in an industrial
Frédéric Minssieux, President of Clauger, worked with the industrial ETI lawyers on an agent able to improve supplier contracts by linking vigilance points in existing documents — momentum given at the same time as the 300 Copilot licenses.
Productivity
Write quality processes (sterilisation, PPE) with ChatGPT in a dairy industry
At Laitik (Lait-sprit d'Ethique, Tremorel, 15 employees), the milk and cream industry, the quality service uses ChatGPT to write the processes — milk sterilization, wearing EPI — and then decline them into instructions, a work that represented hours; The technical team re-reads for consistency for IFS certification.
Sales
Transform a product sheet into a benefit argument with ChatGPT, at Laitik
At the business department of Laitik, employees start from the product sheet (milk, cream) and ask ChatGPT to turn it into benefits and then into user benefits – a more complex passage than the sheet itself.
Public services & local government
Prepare a hundred speeches with ChatGPT, in the city of Chartres
Jean-Pierre Gorges, Mayor of Chartres, has a hundred speeches written by ChatGPT; for the 20 years of the archaeological service, he dictates anecdotes with his chief of staff and obtains a text "completely that", short sentences, which integrates his personality.
Public services & local government
Preparation of CDMH files in the Isère department fater
Severine Battin, DGS of the Department of Isère, indicates that the AI accelerates the processing of cases at the Departmental House of Persons with Disabilities (120 000 applications per year) and reduces the delays in access to rights; users must be informed when an AI is used.
Career
Write a cover letter in two hours rather than a day
Thomas, 40 years old, employed in aeronautics, wrote a cover letter with the AI: two hours instead of one day. He starts with a first jet, asks for a more powerful form, and "has the feeling that this letter is my letter".
Learning
Make review sheets in high school, then cross-check with manual
Manao, 17, a senior STMG student at the Lycée de Saint-Pol-de-Léon (Finistère), uses It can generate a homework, but "I don't fully trust it, so I rework my copy with my manual."
Everyday
Understand the formalities to settle abroad, with ChatGPT
Joanie, 24, originally from Strasbourg and based in Rome, first used ChatGPT to "understand the difficult administrative formalities in order to settle in Italy". The tool helped make an online appointment to start a residency procedure.
Public services & local government
Prepare sourcing and analysis of public procurement offers, to the city of Cannes
Karin Topin-Condomitti, DGS of the city of Cannes, describes Ma-IA: the tool accompanies sourcing, competitive procedures and analysis of offers, with human intervention at each stage and traceability in the software.
Legal
Accelerate a criminal law response in a lawyer
Arnaud Toulouse, a lawyer, said that the legal AI tool of the bar "helps speed up the answer on criminal law", while cautioning that, depending on the way in which the question is asked, the answers can be different or even opposed.
Legal
Summarize unacquired leave in seconds rather than in 4 hours, with a lawyer
Master Judith Adam-Caumeil, a lawyer at the firm ADAM-CAUMEIL (Paris, Business and Labour Law), had a file of employees claiming unpaid leave (part-time, split seniority, suspensions) analysed by Predictice: a summary in seconds, "at least four hours of work" saved.
Career
Reform a resume and read an offer between lines, with ChatGPT
Thomas*, in his 30s, a financial executive, said that ChatGPT had helped him find his current job: he told him about his experiences with the CV and the LinkedIn profile, and then asked him to read an offer "between the lines without blabla".
Learning
Do additional exercises in college, parent side, with ChatGPT
Patrick Amiel says his 12-year-old daughter asks him every day for exercises on misunderstood notions (languages, science, math). ChatGPT does not do homework: the account is shared, the parent supervises; It performs "about 30 additional exercises" per day.
Money
Reorder the steps of a transmission, with ChatGPT
Fabrice, sexagénaire, lost between discounts, what is done without notary and what requires an act. After contextualizing ages and types of assets, ChatGPT gave him a step-by-step plan: "I already knew the elements, but she put everything back in order. »
Everyday
Get a training program, with ChatGPT
Camille, thirty-year-old, gave ChatGPT size, weight, areas to work and objectives: "from there he concocted a sports program". She described him as "a bit like a personal assistant," provided she knew what clarifications she had.
Everyday
Prepare a day trip to Athens, excluding attractions already seen
Lucie, 21, Strasbourg, who went to Athens with her mother and sister, asked ChatGPT for "less known and free" attractions after having already visited the main sites. The tool made him a journey: Orthodox churches, local market, walk — "it was a very nice day".
HR
Write a job ad in seconds rather than in 10-15 minutes, at Actual
Samuel Tual, boss of the Acting, Mayenne, had the job advertisements written by the AI: 10 to 15 minutes reduced to a few seconds, then reread; time is used to track more candidates.
Career
Inspire for a cover letter and sort offers, with ChatGPT
Nasser, 24, who arrived in the labour market in September 2024 after a master 2 in communication, uses ChatGPT as "personal advisor": inspiration for letters of motivation, spelling correction, and sorting offers according to his career.
Money
Compare investments to understand, not to decide
François, 68, retired, uses ChatGPT "almost daily", including to compare investments. On the taxation of its RIPs, the tool was missed: it had to check with an advisor and then taxes. He summarizes: "To understand, yes. To decide, no. »
Everyday
Choose a summer destination with family, with ChatGPT
Rose, 50, Parisienne, asked in the spring for the cheapest European destination in August, combining culture, nature and beach, with her husband and her two daughters. The tool proposed Greece (Crete or Peloponnese); The family chose southern Brittany, for fear of heat, and postponed the Greek journey.
Everyday
Track a six-step road-trip in ten days, with a child
Kathleen, a Belgian quadrennial, had a road-trip drawn by the AI in Eastern Europe with her partner and their 3-year-old daughter: six stages in about ten days, trips of no more than three hours, in Croatia, Montenegro and Bosnia. "The IA has made a really perfect itinerary. »
Research & watch
Find ecological monitoring in natural language, at Urbasolar
Géraldine LZZPK0Zerre, project manager at Urbasolar (Montpellier, 500 employees), has been running an internal chatbot: the 30 project developers, in all agencies, have been using it since 2025 to retrieve the information requested by the state services, instead of searching for 100-page follow-ups.
Health
Earn 5 to 6 minutes on a 20 minute consultation with a doctor
Dr. Jean-Christophe Nogrette, general practitioner, head of MG France, uses an automatic summary of consultations: over 20 minutes, 5 or 6 minutes won, and the caregivers who serve them "are much more than an hour" with the patient.
Career
Write a letter of application in supported English, starting with the announcement
Lucia, a young French sociologist, posted an announcement in English in ChatGPT and asked for "an adequate letter of application in a supported English". She obtained the target job in Berlin.
Learning
Divide by four a hundred-page course, for a Master of Law student
Maxime, a master of law student at Reims University, uses ChatGPT for his review sheets: "My courses are about 100 pages each. I manage to divide them by four rapidement. He said that we need clearer instructions, if not the tool "synthesis too".
Learning
Make a science concept popular, as a particular teacher
Cassandre, 18, a theatre student in Besançon after a course in mathematics, used ChatGPT to "gravate" his work and popularize complex notions: "I tell him I don't understand something, I direct it well, I target my research well. »
Learning
Pay the ChatGPT subscription for homework and code help, daily
Liâm, 19, uses ChatGPT "daily" for code and duty assistance. He pays the subscription: "Rapidity of answers, constant availability", the tool "almost replaced Google".
Accounting & finance
Read 40 PDF invoices and prepare 44 entries, with Claude
Nicolas Cléton launched the `/traitement-factures` order on a PDF file: 40 invoices read by OCR, 13 accounts receivable out of 92, 8 VAT autoliquidation detected, 44 entries in a spreadsheet (date, newspaper, account, debit, credit), 8 USD invoices converted.
Accounting & finance
Re-launch receipts all month, to arrive at the fence without Slack, at Paradox
Farah Rouassi, VP Finance de Paradox (EdTech, Paris, 200 people), let Payhawk's Financial Controller Agent re-launch receipts during the month, instead of two days of Slack messages: "no stress for the monthly closing". Business travel increases from one hour to four minutes — out of title.
Learning
Synthesis of courses rapides, in high school, with ChatGPT
Maimouna, 15, a high school student in Paris, reworked with ChatGPT: "Artificial intelligence helps to make synthesises rapides". She knows that the information "is not always truthful" and that she " often chooses precision efficiency".
Everyday
Plan a four- or five-day itinerary in southern Tunisia
Elyssa asked ChatGPT for a route "with a girlfriend in southern Tunisia": desert, Monastir, Tataouine, "and also a city with waterfalls whose name I forgot". The tool found Chebika, Tamerza and Mides. On the spot, the rents start at dawn — what the text had not said.
Everyday
Plan a trip to the Canary Islands in about 20 minutes, for a family
Nouthida Houessou, consultant, seized in Perplexity "all information about my family and what was expected". "It took up to 20 minutes" The tool has done "70 % of the work, i.e. planning day by day". She had not visited the islands; She arranged the stay alone, with two children.
Everyday
Directions and activities, without comparing prices
Justine has already organized "many trips" with the AI — Poland, Romania, Italy, Bali, Portugal. It is not used "never […] to compare prices", rather "to make the route and find activities", then it crosses over the networks. She explains to the tool "what one loves and what one does not like on vacation".
Everyday
Serve as the first route base, then recheck everything
Hermine, 27, finds that ChatGPT "provides a real first base" to plan a vacation. It also warns: the tool "generates totally random itineraries behind which you have to check again". "You have to take the AI to have a solid foundation, but don't forget to tell it things. »
Accounting & finance
Link invoices and payments for one month, with Claude: 25 minutes against 10
Arthur Cormier told Claude Sonnet, for a month, to validate, categorize and link invoices in the accounting tool, and verify VAT. A pass lasts 25 minutes, compared to 10 for the employee; Claude does 80% of the work, the employee keeps the transactions more than 200 €.
Learning
Research and find an ancient text, for a student
Tom, 19, a theatre student in Besançon, uses Claude "every day", especially for research: "We don't know where to look and IA find you that rapidement" — texts by ancient authors, people from centuries ago. He checks: some information is "completely false".
Learning
Make your own records, then ask what you didn't understand, at the college
Vincent, a student of Reims at the end of the French patent test, made "most of the time" his own records: "But when I don't understand something, I look at it. It can help with the review sheets. »
Learning
Catch a class at home, in high school, with an internal assistant
Maëlys Salmagne, a graduate of a pro-aesthetic-cosmetic-smoothing baccalaureate at the IBCBS in Chartres, uses Gabrielle, the institution's internal assistant: "I may take more time than another. So we can take notes, we can catch up at home. It's really a help. »
Learning
Review at home the synthesises of the course, in high school, with the internal assistant
Lina Carin, a high school student at the IBCBS de Chartres, revised with Gabrielle after the class: "We do syntheses with the teacher and we have the opportunity to see them again at home afterwards to review. So I go back to her home when I want to learn the course. »
Accounting & finance
Go get invoices in the browser, for fee notes
Jeremy Bellaiche gave Claude the control of his browser "to go pick up invoices with specific conditions, download them and put them in a dedicated folder", then put the file in Pennylane. "In addition to saving time, it is a mental load that can disappear overnight. »
Accounting & finance
Set 91 test cases for electronic invoice, within minutes
Nathalie Grospiron gave Claude an anonymised description of the organisation, the mapping of invoices and the use of workshops. Within minutes: an Excel binder, 9 tabs, 91 test cases (ID, prerequisites, expected result, priority). The skeleton "that it would have taken a day or more to lay by hand."
Health
Ask for recommendations to eat better, food by food
Joanie, 24, from Strasbourg, let ChatGPT enter her kitchen: "He gives me recommendations for better eating and explains the nutritional values of each food. »
Money
Calculate the cost of a journey by car, for the organisation
Adele, PhD student, uses ChatGPT for the organisation of the daily: write a birthday message, find gift ideas, "calculate the cost of a drive... Everything goes through it." "It's a real saving of time for the organization. »
Learning
Analyze and synthesize a course document, in PDF
Lola, a first-year student in Paris, relies on AI for her studies: "I knew ChatGPT, I discovered ChatPDF to analyze and synthesize documents, but especially Juriv »
Learning
Get the first jet of a synthesis, from an article
Linda, in the first year of her thesis, took possession of "IA general public" such as Perplexity, Claude or Gemini: in-depth research, "get the first draft of a synthesis on an article", better understand technical concepts, or "automatize" parts of her work.
Accounting & finance
Questioning cash flow: BFR, late clients, recurring expenses
Matéo Garcia gave Claude three cash skills linked to Pennylane. On the BFR, Claude distinguishes between failure and delay, identifies customers who focus on risk, based on lettering. On charges, it covers several hundred transactions: subscriptions, levies, potential duplications.
Accounting & finance
List supplier invoices over €5,000 outstanding
Stéphane Ankry, accountant, test Claude connected to Pennylane via MCP: he questions a folder in one sentence — "What supplier invoices over €5,000 are still unpaid? — and the answer comes in seconds, without exporting or copy-paste.
Admin
Automatically qualify items from a purchasing platform in a renovation company
Acorus, a specialist in the energy renovation of buildings (about 1,900 employees), started with a specific case of use: let AI qualify the items of its internal purchasing platform, before extending automation to other administrative tasks.
Productivity
Analyze each garment on arrival to identify the risks of cleaning in a dry cleaner
HUBLO, an eco-responsible dry cleaner with 32 employees in Paris, has developed with a Junior-Entreprise a computer vision assistant who photographes clothing at the entrance and exit and evaluates the risks before cleaning.
Productivity
Moving from predictive maintenance to monitoring production quality on industrial machines
Setic Pourtier, an SME from Roanne (85 people) who manufactures machines for the cable industry, first built a predictive maintenance AI, then reoriented it to monitor the quality of the cables produced, more expected by its customers.
Sales
Write, encrypt and follow your quotes with AI tools in a frame company
Jeannolin, a Savoyard company with a five-person structure, cover and zinc-making, uses costing software that integrates the AI and a second tool to prepare responses to tenders.
Sales
Sort and qualify a thousand emails per day and pre-write quotes
Aldes, an air quality solution manufacturer, co-developed with the start-up Catalog a tool that classifies and describes e-mails as prospects and customers, and then pre-writes the quotes.
Sales
Entrusting an agent with the qualification of incoming leads and appointment making
Applidev, editor-integrator of 20 employees, has developed an agent that analyzes incoming emails, qualifies prospects, offers appointments and updates CRM.
Customer support
Passing a large portion of travel agency bookings by a conversational agent
Selectour, a network of nearly 1,000 travel agencies, has deployed in six months an AI conversational agent for its professional and private clients, with the French Kleo solution.
Customer support
Pre-write customer service responses from historical and logistical data
Peugeot Saveurs, a culinary product manufacturer, deployed an AI agent who classifies customer requests and prepares responses based on the history of trade and the API of its logistics specialists.
Legal
Have audit documentation and regulatory compliance analysed in the aviation board
Time To Fly, an aeronautical audit consulting firm of 35 employees, has developed a tool that analyzes documentation and verifies compliance against several hundred point benchmarks.
Accounting & finance
Control tens of thousands of supplier invoices to detect over-billing
Batibig, a renovation group, has produced in a month a proof of concept that reads its supplier invoices and checks the prices applied, with Gemini, Python and DuckDB.
Marketing
Industrializing the production of an agency's content with AI agents
Eskimoz, a reference agency of 250 employees, has built a "content factory" of six specialized and automated profiles its production of content with AI agents, via n8n, FAL.IA and Claude.
Marketing
Generate and translate a thousand sheets produced in five languages for a fashion brand
The French-Japanese brand Kitsuné has chosen, after a call for tenders, the Newtone and Kleep solutions to generate, translate and optimize for the SEO about 1,000 sheets produced in five languages.
Productivity
Make a home AI suite available to all employees of a consulting firm
Lucernys, consulting firm in digital transformation, has developed an internal portal consisting of a chatbot and security audit officers, analysis of tenders and CV qualification.
Research & watch
Helping newcomers find the right answer in technical documentation
VIF, a management software publisher (ERP), has integrated theIA into its internal ticketing tool to facilitate search in its technical documentation and improve the quality of its support.
Productivity
Assist operators in controlling millions of forest seeds
At Forelite (Alliance Forêt-Bois), a vision AI helps operators control forest seedlings and identify errors, with an announced detection rate of 99%.
Marketing
Use the AI for everything that is not the production in a bakery-crafted pastry
At Maison Gélis, an artisanal bakery-pastry of 18 people, the AI is used to create marketing content, to seek ideas for recipes and to ease administrative management.
Productivity
Hosting its models on its own servers to protect its expertise in the building
Largier Technologies, a 150-employee building group, has chosen to host its d This includes automated reporting, predictive maintenance and document management.
Sales
A commercial employee who automates his prospecting and customer tracking in a TPE
Florian Aujames, Commercial Development Officer at Volcos Protection, TPE Electronic Security, trained alone and uses ChatGPT, NotebookLM and Make for its prospecting, documentation and customer tracking.
Research & watch
Accelerating regulatory research and document production in building engineering
The Ideum Group, specializing in building engineering, uses the AI to generate documents, search for regulatory corpuses and help qualify new situations, excluding critical calculations.
Sales
Present your photorealistic 3D projects and prepare your quotes when you're plasterer staffeur
Benjamin Billioud, Compagnon du Devoir and artisan plasterer staffer in the Var, first joined the AI to present his projects in 3D modeling and photorealistic rendering, then for his site records and his estimates.
Health
Write more quickly its balance sheets and reports of kinesiteherapie with theIA
Patrick Couny, a physiotherapist and president of Kinés des Pays de la Loire, uses the AI to write his reviews, structure his reports and create personalized teaching materials for his patients.
Money
Detect fake repair invoices with OCR and a language model at an insurer
Abeille Assurances combines text recognition and language models to extract data from invoices transmitted by its agencies, then check their consistency with its bases and public databases.
Research & watch
Respond to policyholders and insurance agents from product documentation
Abeille Assurances has developed an internal literature search chatbot (RAG) that answers questions about its products by referring to the documents and pages used.
HR
Train new entrants of financial services faster with a chatbot on procedures
Air Liquide has put online, as the first product of its Hub LLM, a multilingual chatbot that answers questions from employees of its shared financial services about their processes and procedures.
Dev
Let an agent answer the recurring questions asked to the data platform team
Carrefour created an agent who learns from the history of his team's conversations "platform engineering" to answer questions already processed on its data platform, before extending it to other teams.
Productivity
Equip all employees with a property with a multi-model AI tool hosted in France
Icade, the estate of the Caisse des Dépôts, has deployed the French tool Delos to its 1,000 employees to broadcast the AI and to limit the use of unauthorized tools, before business projects like a RH chatbot.
Dev
Monitoring the cost and carbon footprint of each generational AI project on a common platform
Suez has built "GenAI Core", a central platform that frames its 50+ generation AI projects and displays consumption, cost and CO2 emission estimates for each request.
Public services & local government
Synthesize the annual reports of a city's public service delegates
The City of Cannes has Mistral analyze the 59 annual reports of its public service delegates, from one hundred to more than a thousand pages each, to produce standardized fact sheets validated by the agents.
Public services & local government
Analyze the road, follow the treed heritage and optimize urban cleanliness with AI
On the ground, the City of Cannes uses Vialytics to analyze its road and signs, Greehill for the digital twin of its trees and Cortexia for its cleanliness tours.
Public services & local government
Help the reception agents of a city hall in real time and answer 24 hours by chatbot and voicebot
Since January 2024, the City Hall of Suresnes has replaced its reception with an one-stop shop where the AI listens to the conversation and offers answers to the agents, supplemented by a chatbot and a voicebot accessible day and night.
Public services & local government
Search in two million public decisions and help write the writings of a metropolis
The Métropole Rouen Normandie participated in the development of the Delibia tool, which it deploys in its services to seek the deliberations of other communities and assist in the writing of reports, summaries and administrative texts.
Public services & local government
Provide all agents in a department, including field, with a secure internal AI assistant
The Department of Isère has developed IRIS, an in-house conversational assistant accessible on computer and smartphone, which questions several generative AI engines to synthesize, prepare reports or translate.
Health
Helping caregivers write reports and documents with a hospital assistant
The Montpellier CHU develops ERIOS Assistant, a conversational assistant installed on its own servers, which helps to write reports and documents for patients, interrogates internal repositories and transcribes consultations.
Productivity
Calculate daily production of several bakeries with scripts written by ChatGPT
Bo&Mie, a Parisian bakery company, had ChatGPT write Google Sheets scripts that calculate daily the production forecasts of its stores from sales, unsold and breaking hours.
Sales
Show the customer his interior repainted and decipher the urban mails, artisan painter
Sylvain Ferreira, manager of MFP, painter and plaquist in La Couronne (Charente), uses ChatGPT to generate visuals that help clients choose their colours, but also for their mail and regulation.
Customer support
Transmit commercial calls and automatically check claims documents
Acheel, a French insurance company of some 60 employees in France, uses theIA for claims management, fraud, subscription and document reading, and transcribes all the conversations of its sales advisors.
Sales
Answer in-store customer technical questions with an AI that reads product sheets
Since the summer of 2025, Leroy Merlin has been equipping its sales advisors with an agentic AI tool that analyses thousands of product sheets in seconds to answer technical questions, facing the customer.
Customer support
Automatize consulting and customer service of a merchant site and enrich millions of product records
Cdiscount deployed a generative AI chatbot available day and night, a semantic search engine and IA enrichment of 17 million product plugs.
Sales
Enrich the beauty advice in shop with a mirror that analyzes 22 skin parameters
Clarins has installed in 20 points of sale the AI Skin Observer, a mirror combining biophysical sensors and AI that measures up to 22 skin parameters to support the beauty counsellors' advice.
Research & watch
Create a "quality expert" in ChatGPT for rereading procedures and customer specifications
In the wine cellar of Lugny (Saône-et-Loire), the quality, hygiene, safety and environment manager has set up in
Marketing
Share IA assistants for marketing, fact sheets and export labels
Tutiac, Gironde cooperative cellar, has configured several assistants in ChatGPT shared by the marketing team: writing for networks, counter-labels and fact sheets, and one regulatory assistant per importing country.
Dev
Create a voice input vinification monitoring application with the AI alone for 36 vats
Joannès Violot Guillemard, a winemaker in Pommard, has designed himself with Claude and Glide an application where his team dictates the temperature, density and acidity of each tank, and calculates product additions and sends alerts.
Productivity
Centralize tank data and be offered assemblies according to customer profile
In Terra Provincia, a cooperative in Cuers in Provence, chai masters have been testing since the 2025 Oenopilot harvest, a tool developed by their manager that synthesizes the data of the vats and offers assemblies.
Accounting & finance
Entrust officers with small order management and procurement compliance controls
Alstom has put procurement and finance agents in production: order management of low-cost components, assistance to the financial services centre and compliance check between purchase request and purchase order.
HR
Write HR letters with ChatGPT and check labour law with legal AI
In the Estandon co-operative cellar in Brignoles (Var), the HR and Legal Manager uses ChatGPT to formulate e-mails, letters and procedures, and a legal AI powered by codes and jurisprudence for her pointed questions.
Productivity
Trace tractors, tools and teams, and let an AI recognize the interventions performed
Stefanu Venturini, who runs three wine estates in Corsica, including Domaine Etrusca, a team of vehicles, tools and employees for two years: the Aptimiz application records the journeys, and an AI deduces the interventions made.
Customer support
Respond to bank customers with open source RAG chatbot supervised by experts
Crédit Mutuel Arkéa built its "Tybot" client chatbot on Tock, an open source conversational toolbox launched by SNCF, looking for answers from the customer knowledge base and product sheets.
Productivity
Control each metal box by artificial vision and automatically remove defects
Babynov, a company of the Materne group that manufactures infant cereals in Courmelles (Aisne), automated the inspection of its metal boxes with an industrial vision system equipped with automatic learning, connected to an ejector.
Learning
Explain a course point too rapide, to revise
Elouan, 15, a second student at Marguerite-de-Valois High School in Angoulême, uses "But you have to know the limits and not think that with that. »
Learning
Rewrite a course, when the teacher is not reachable
Keylian Bonneau, 17, senior at Marguerite-de-Valois high school in Angoulême: "When I do not understand a race, I ask When the teacher is not up to date, it works very well. But it's not worth a teacher! »
Learning
Putting a bibliography to standards, in less than two minutes
Charlotte, in L2 economy at the University of Caen, gives ChatGPT "the book I read and the page where I found the quote and the author": the tool "makes her the biblio to standards". A task that took him 15 to 20 minutes passed under two minutes.
Learning
Correct spelling and syntax of a duty, including memory
Mathilde, 28, a student in Caen, uses ChatGPT "almost every day": "It serves me a lot to correct spelling and syntax in homework, including my memory. She refuses to let the AI do the job in her place: "It can be seen in her way of writing. »
Accounting & finance
Record invoices received by e-mail, without duplicate, in a spreadsheet
Omar Ouriagli plugged a Claude skill on the supplier invoices that came in as an attachment: Gmail files them in Drive, the skill writes the Excel journal on time. A log file prevents double counting; if the supplier code is missing in Third.csv, the invoice is reported and the entry is suspended.
Accounting & finance
Extract supplier invoices to calculate actual VAT, then cash
Christine Rousselin asked Claude to build what her billing software did not do: extract supplier invoices to calculate the actual VAT on debits and disbursements, then a cash forecast weighted by the probability of conversion of each quote.
Learning
Ask for the sources of a debate of EMC, then sort out
Lisa, a second student at Compassion High School in Marmande, treats ChatGPT "instead of [comme] a search engine": "I often ask him for his sources because he happens to say anything and then I sort it out. It was used for a debate in moral and civic education.
Learning
Check an important duty, without changing its own copy
Angela, a senior STMG at Jacques Prévert High School in Savenay, uses ChatGPT two to three times a month for important duties: she asks her answers to compare with her work. "I don't change, I just want to check. »
Learning
Explain one term, three times a week
Melvin, in second class at Jacques Prévert High School in Savenay, uses ChatGPT about three times a week to explain a term he does not understand. "It helps us understand, but the downside is that it can make you want to learn less. »
Everyday
Find a kitchen recipe, instead of Google
Mathilde, 28, in Caen, replaced Google with ChatGPT on a daily basis: "Whether it's about finding a recipe for cooking or knowing what engine oil to put in her car, it's up to IA that she's addressing. "On Google, it takes a crazy time. Chat GPT gives the answer instantly. »
Health
Record home visits on the phone, without losing details
Dr. François Fierens, a general practitioner, uses Nabla during home visits, with his phone, and then finds the data on the computer: "It is particularly useful when running several visits, as there is a risk of losing certain details when completing the files. With Nabla, all information is recorded. »
Public services & local government
Meet the non-hourly standard: civil status, markets, papiers
In the city of Meudon, a vocal agent (Volubile / ChatGPT) takes over as soon as the town hall closes. Marie-Paule Samson: "The […] database is provided with information on the city's website, data in open data, civil status files and details of the works. Mayor Denis Larghero: "We didn't seem to be dealing with a robot! »
Learning
Transforming a course into a video, for hearing memory
Annah, a high school student, has a hearing memory: she asks a generative AI "to transform my courses into video to have an audio and visual support accessible at all times". "The AI came as a tool to relieve pressure without removing it. »
Learning
Replace tutorial hours with a simple explanation
Elie-Pierre, 18, "Many times, the AI helps to understand better with simple explanations. "But sometimes she gives the answer directly without knowing why. Before, he spent hours looking for tutorials; Today, a few lines typed on ChatGPT are sufficient.
Learning
Understand a course point, as you approach the baccalaureate
Maëlle, a 17-year-old high school student, uses the AI to review: "It helps me understand but I feel like I don't get my brain to work. He's someone who thinks for me. »
Health
Listen to the patients, without typing on the keyboard
Dr.Emilie Chemla, a general practitioner, uses Nabla in consultation: "Nabla is a great help, I don't type anymore by looking at my keyboard and Nabla allows me to listen to my patients. The report is clear and the improvements are great for me who see many women. »
Public services & local government
Processing almost all calls from the standard, 24 hours a day
At the town hall of Plaisir, Optimus — a Yelda vocal assistant chosen by locals — has been taking the 24-hour standard since September 2022. Joséphine Kollmannsberger, mayor: "We've moved from 65% to almost 100% of calls thanks to artificial intelligence. »
Career
Preparing questions for an interview from the CV
Marie-Christine Kameni, content designer, used the AI to prepare the interviews she had received: she asked a series of questions, whether technical or not, and then "I download my CV and ask her to answer the questions based on my professional skills and experiences".
Learning
Do a spot search, and a spelling correction
Leo, a third-year student in Lille, said: "Of course he is used for our studies. This allows for one-time help in searching, spelling corrections. But it's not cheating. »
Learning
Frame a search with Perplexity, without delegating everything to it
Irene appealed to Perplexity during her research in psychology, supported in July 2026: she "had the impression of doing a double search". Having "tested" and "approved" the tool allowed him to talk about it with his thesis director and to define a "true framework". "It is necessary to be very disciplined in the use that one makes of it, in what one delegates to it. »
Public services & local government
Remove an account of the informal working meetings
In Limay, Mayor Djamel Nedjar uses the "IA" tools "to record the exchanges held during informal working meetings and return them in the form of a summary report". He says he doesn't use it for municipal council reports.
Learning
Simplify a French comment, then be questioned
Anna, 16 years old, a Parisian high school first, prepares the French oral with Claude: "Here I ask Claude to rework the comment we made with the teacher in the high school. As it is not very clear, I explain to the AI that I want something simpler while respecting the time allotted. And sometimes I ask him to ask me questions like an examiner would. »
Learning
Translate words from English and summarize French text
Kelly, a third student, asked AI to "translate words from English and summarize French texts". In front of Thomas Mann College (Paris 13th), other comrades from 3rd (Elyes, Liam, Fares) first asked for answers to the exercises — out of title.
Learning
Rewrite internship oral in a more sustained French
Sacha, a third-grade student, uses ChatGPT to reformulate her presentations: "For internship orals, I sent her my text asking her to rewrite it in a more sustained French. »
Money
Check the notice of a lease, and the scriptsios to resume it
Fabrice, a sex-agen, also asked the AI for a lease problem: he wanted to check the length of the notice and how to take it back at the right time. "The IA proposed several scriptsios, and as I know the right […], I was able to check that everything was on the road. She doesn't replace my skills, but she gives me the structure. »
Health
Let Heidi take the notes, to watch the patients
Anne Huchard, a midwife in office, naturally dictates during the consultation: "I can now focus more on patients. I speak naturally, and Heidi takes care of the rest. Heidi also reproduces the files and generates notes "even from scanned documents including manuscripts."
Public services & local government
Propose a draft text, to focus on the substance
In the Rouen-Normandie Metropolis, Abdelkrim Marchani has generalized Delibia: first 160 agents, then all staff. "It can be a brake for some, the fear of making spelling or syntax mistakes. Here, the draft texts allow to focus on the substance and not the form. »
Learning
Have a learning plan prepared for oral and written
Lila, a high school student near Lyon, prepares the baccalaureate of English and Spanish with ChatGPT: "He prepared a comprehensive learning plan to improve my oral and written expression. »
Learning
Making quizzes and holes to learn Russian
Lea, a student, learns Russian in self-taught with the AI: "I ask him to develop notions, to create quizzes, texts with holes... As I move on, I will tell him what I have already revised and what I still need to work on. "She managed to customize her so that she wouldn't work for me, but with me."
Learning
Ask for a complex exercise in ChatGPT, rather than Google
Lina and Tahline, students at the Collège Notre-Dame de la Gare, alternated Google for »
Learning
Have a code error checked, on simulations
Chloë, PhD student in mathematics applied in Grenoble, uses Codex as an "auditor": "As soon as I have an error in my code, whether I do not understand or want to optimize it to go faster, I use theIA. »
Health
Keep Nabla notes, and complete files after consultations
Dr. Batard-Dupré, a general practitioner, dictates less during the session: "I save time in consultation and teleconsultation, I look at and listen to the patient without having to note, including clinical examination and constants. In case of significant delay, I can keep the notes and chain the patients, and complete the files once the consultations are over. »
Public services & local government
Turn the recording of a meeting into a record
At Chartres metropolis, Philippe Venard, DGA Ressources and Innovation, describes C He said, "Here we can save time, clarity and accessibility."
Learning
Make a great oral plan of SES, on the touch screen
Gabin, a senior in Laval, prepares his great oral with ChatGPT on a touch screen: "I am very polite, so I always write, hello Chat GPT. Then: "Can you make me a plan for a great oral of SES from the terminal? The tool returns a detailed plan.
Learning
Find a concrete case: the Tower of Terror for the free fall
Pablo, a senior in Laval, prepares his great oral mathematics with ChatGPT: "I gave him a lot of information. He helped me write, synthesize and on that, he's very, very good. He had the mathematical tool in mind, not the example: "he gave him the example of the Tower of Terror in Disneyland for a free fall. »
Learning
Check a little pointy sources, for the big oral
Gaëlle, 18, a high school student in Laval, uses ChatGPT mainly for the great oral: "I rely on documents on the Internet. Except sometimes it's a bit pointy and to verify my sources, I ask Chat GPT questions. "It's not 100% reliable. »
Learning
Send the course page by page, to be explained and interviewed
Alexis, 24, a master's student in Madrid, replaced the teachers' e-mails with ChatGPT: "Now, rather than sending e-mails to teachers to ask them for details about the course, I'm using the AI. In "Study and Learn" mode, "he'll start by explaining, then ask me questions on the […] page to see if I understand."
Health
Let the vocal assistant take notes, to stay with the patient
Dr. Agathe Scemama, a general practitioner in Paris, has been using Doctolib's vocal assistant for nearly a year: "I can hardly do without voice AI. As a tester, she describes a gain in comfort, simplified consultations, and an effect on patient relationship.
Public services & local government
Pick up off schedule: skills, services, good contact
Grégoire Satilmis, Head of Procurement at the community of communes in the Gulf of Saint-Tropez, announces the deployment of fonio.ai: a voice assistant who answers the phone in the evening, on weekends and on public holidays. It provides information on skills, services and approaches, and then leads to the right person.
Learning
Photograph the course to make quizzes and flashcards
Bintou, 16, high school student in Montreuil, reviewed with Gizmo and Flashka five minutes a day: "We take our course in photography and it generates quizzes, hole questions or flashcards. It makes memorizing easier and helps a lot. »
Learning
To be asked questions of math, then correction
Fouleymata, Bintou's friend, spent the math subjects of previous years in Gemini: "I ask her to ask me questions, I answer them and I directly corrected after. »
Learning
Doing exercises, giving them back, then getting corrected
Louis, a high school student at the CMA de Pavie (Gers), in the maintenance of agricultural materials, treats the AI as a home teacher: "I ask him for exercises, I do them, I send him back and he corrects me. "It makes me progress. »
Learning
Targeting sources, vulgarizing, and then training on jury questions
Auguste, 17, a senior in Poitiers, mainly reviews the great oral with ChatGPT: the tool "facilitates research: it allows to target and have direct sources. It also helps to popularize more complex concepts. For the jury's questions, "makes me a list of questions and I also ask him for quotations. »
Health
Obtain from a keyword the report of a shoulder prosthesis
Antony Pincin, an orthopaedic surgeon at the CHU in Bordeaux, dictates with Dragon Medical One. A keyword displays the model: "If I ask for a report for a shoulder prosthesis, the page also appears directly. So in two seconds it saves a dictation of 5-10 minutes. »
Public services & local government
Answer in natural language on the site, including for a terrace
In Agen, Carole Dejean-Simoniti, Digital Assistant, posted a 24-hour conversational agent: "an additional service, not a shift replacement." The user asks his question in French, English, Spanish or Arabic; "someone who wants to build a terrace will know directly to whom to address."
Career
Ask without filter the orientation questions that you do not dare
Violette, a high school student, found her kined track on ChatGPT: "On the Internet, I couldn't find information. Even the guidance counselor had not told me about that license. She also asks "the stupid questions": "What was trade? What do we do in international trade? »
Everyday
Make one program day a day, then a weather plan B
Marlène Viancin, solo in Naples with her 2-year-old son, asked ChatGPT "a very detailed rider with a day-to-day programme, schedules, journeys from and to the airport". On the spot, she also sends: "The weather of tomorrow will be catastrophic, can you offer me a more sheltered route B plan. »
Learning
To be corrected for MCQs, then to ask for others
Ania, in L2 life and Earth sciences at the University of Bordeaux, revises the QCMs to go on to medicine: "AI, which corrects us the QCMs, can make us others. When we got to college, "Everyone was talking about it: "But didn't look at Chat GPT?"
Learning
Reexplaining a course that is not understood
Kenza, a high school student at the Porte de Normandie High School (Verneuil d'Avre et d'Iton), sliced: "Especially when I don't understand a race. I'm trying to explain again. In his class, "three quarters" do the same.
Learning
Build a daily patent schedule on weak points
Gabrielle, a 14-and-a-half-year-old student in Pleneuf-Val-André, dictated to ChatGPT his notes of the white patent: "Just after the results of the last white patent, I helped ChatGPT build a daily review program to work on my weak points as a priority. »
Public services & local government
Respond immediately, from passport to inauguration date
In Magny-le-Hongre, Pascal Cereuil, a digitalist, put Liha on the city site. Agents "answer the same questions, for example, to make a passport. The goal is to save everyone time. Once, "we needed to know a date of inauguration. Liha found it. »
Career
Submit the plan of the letter, then adapt the template to each wish
Nil, 17, in his senior year in Essonne, "used ChatGPT" for "Courseup": "I have given a lot of thought to the content of the letter and each paragraph, before submitting everything to artificial intelligence. It gave me a model, which I adapt for each of my wishes. »
Learning
Work the course first, then help with flashcards
Geliora, 14, a student in Strasbourg, first let the AI do in his place; his average fell. "This year I decided to take it differently. I work for myself and use AI as an aid. With Gabriela, she serves for flashcards and small questions, not for duty to render.
Learning
Photograph his notes, get explained, then a quiz
Cédric Cano, 23, in M1 at the University of Avignon, revises as follows: "I take a screenshot of my course notes taken on my computer, and I ask the AI, either ChatGPT, or Gemini, to explain this or that notion that is not clear to me. I also ask him to prepare revision quizzes. »
Learning
Ask the plan, intro and conclusion, then write the medium
Clara, a junior high school student in Lower Rhine, is used for the essay: "You ask her to write a plan, intro and conclusion, and you will only have to reformulate, rework the structure and write the inside of the essay." A two-hour essay, she says, can go up to half an hour.
Public services & local government
Ask your question via the green bubble of the city site
In Brignais, Nicolas Kelen, digital assistant, put a chatbot on the municipal site: "Just log in to the site brignais.com and click on the little green bubble to ask your questions to the chatbot. »
Learning
Transform a course into a form or QCM, then ask why
Philippe Julien, professor of physics and chemistry at the Lycée Napoléon (L Students can go through Wooflash: a course becomes plug, QCM or question set. Copy the answer, no; "Asking why it's this answer and not another one is interesting. »
Sales
Preparing for merchants with a shared commercial agent
Alma, a French split payment solution in a dozen European markets, has built an agent linked to Salesforce who describes opportunities and prepares prospecting messages adapted to each merchant.
Productivity
Keep the product documentation up to date at the end of each project
At Alma, an agent reads the balance sheet written by the product manager at the end of a project and proposes updating the documentation; the product manager re-reads, corrects and publishes.
Sales
Prepare a strategic customer appointment in a quarter of an hour
The Customer Success team of Contentsquare, software editor of digital experience analysis, has built agents that gather the context of each account before an appointment, portfolio review or strategic plan.
Money
Answer questions about cloud and AI costs in natural language
Dailymotion has linked its infrastructure cost tracking tool to its agent platform: engineers and managers ask their cost questions in common language, without going through a specialist.
Sales
Enrich hundreds of prospect accounts and analyze each commercial call
Apiday, Paris' ESG compliance platform for private markets, has deployed agents who are preparing its prospecting campaigns and review the previous day's commercial calls every morning.
Productivity
Framework the deployment of hundreds of trades-built agents
Bpifrance opened a codeless agent platform to 500 pioneer collaborators, after a four-month experiment and the establishment of a governance framework with Artefact.
Customer support
Pre-analyze each technical support ticket and update procedures
Wayflyer, a Dublin fintech that finances growing brands, has built two agents: one prepares the diagnosis as soon as a ticket arrives, the other updates the procedures after its resolution.
Productivity
Deliver workshop proceedings on the same day and speed up training guides
DataValue Strategy, a consulting firm of 42 consultants specializing in performance management (Anaplan, Board, Pigment), uses agents to produce recurrent deliverables from workshop transcripts.
HR
Automate administrative recruitment to integration and answer HR questions
Nexio Projects, a Dutch sustainability consulting firm of about 45 people, has linked agents to its HR and recruitment tools to ease administrative burden and to answer the common questions of employees.
Sales
Complete CRM after each demo and identify risk accounts weekly
ContractSafe, a contract management software publisher, operates the records of its customer calls with several agents: entering the CRM after a demonstration, returning to the customer handlers, alerts of departure risk.
Customer support
Unlocking on the phone a motorist stuck in front of a parking fence
ParkBee, who rents seats in private car parks without staff in the Netherlands, Belgium, the United Kingdom and Germany, has entrusted a voice agent with the calls of blocked drivers: he checks the reservation and opens the right barrier.
Customer support
Integrate a support agent into HR software for both employees and administrators
Personalio, an European publisher of HR software (16 000 client companies depending on the source), integrated a support agent directly into its application, before the January question peak.
Health
Responding to patients in a health platform by entrusting any medical question to a clinician
Numan, an online health platform (diagnostics, treatments, accompaniment), has deployed a support agent who answers practical questions and systematically transmits medical questions to the clinical team.
Customer support
Absorbing peak requests from used photo equipment platform
MPB, a platform for the purchase, sale and exchange of used photo and video equipment, placed an AI agent at first contact on its chat and made it an editorial as well as technical site.
Customer support
Answer the questions of students and future students of an university day and night
London South Bank University has launched an assistant in seven weeks, linked to its application management tool, just before the peak admission period.
Customer support
Damage a missing or damaged product in a food basket in seconds
Quitoque, a French kitchen basket company delivered, has unified the screen of its advisors and automated by AI the most repetitive contact patterns.
Customer support
Accelerating responses from an European consumer service with a copilote
Caudalie, a French cosmetics brand, relies on the AI integrated into its customer relationship tool to correct and improve the messages of its advisors and translate its procedures.
Customer support
Transfer a frozen ios script banking chatbot to generated answers, in three languages
The Belfius bank replaced a conversational robot in scriptios with an assistant based on a large language model, available in Dutch, French and English.
HR
Pre-qualify acting candidates by conversation with a recruitment assistant
Gojob, a French temporary work platform present in Europe and North America, has integrated a recruitment assistant who converses in real time with the candidates for the first selection.
Research & watch
Natural language interview knowledge of water, waste and energy treatment sites
Veolia has linked Mistral AI models to its data and knowledge base to help its teams drive the facility through conversation.
Productivity
Making a secure AI assistant available to more than 100,000 employees of a railway group
SNCF has deployed SNCF GPT Group to more than 100,000 employees, and its developers use a code assistant.
Learning
Accompany students with a study companion asking questions rather than giving the answer
Knowunity, a learning platform demanding more than 13 million users, offers a daily AI companion who adapts its tone to students and practices socratic questioning.
Sales
Summarize the exchanges between brokers and borrowers to better follow each real estate project
Pretto, an online real estate credit broker, uses models of Mistral AI to analyze customer communications with their broker and produce syntheses.
Marketing
Generate personalized promotional messages for a telecom campaign
Orange uses Mistral AI templates to write promotional messages tailored to each recipient's characteristics and profile.
Health
Help physicians prescribe with patient-specific recommendations
Synapse Medicine, used by the source by more than 30% of French general practitioners and 300 hospitals, relies on models of Mistral AI to generate personalized and evidence-based medical recommendations.
Money
Analyze due diligence documents of an investment company in natural language
Ardian, a private investment company, has developed with Artefact an internal platform of general AI, GAIA, to interrogate and summarize the large documents of operations.
Dev
Deploy a self-hosted code assistant for client projects subject to sovereignty requirements
Capgemini uses a private development assistant, based on Mistral AI's Codestral model, on its projects for aeronautics, defence and public sector clients.
Sales
Design a natural language trip with a flight and hotel inventory assistant
eSky, an online travel agency in more than 50 markets, launched MAIA, an assistant who transforms a freely expressed desire for travel into proposals for real-time inventory stays.
Customer support
Explain an energy bill and activate intelligent charging of an electric vehicle
ENGIE, in Belgium, has integrated into its application an agent who answers questions of billing and consumption in French or Dutch, and can activate the intelligent charging of an electric vehicle itself.
Customer support
Orient passengers at an airport and prepare advisors' work
The London airport in Heathrow has launched an agent on WhatsApp that answers common questions and guides travellers to terminals, and uses the AI to summarize the more complex requests transmitted to customer service.
Accounting & finance
Prepare transfers, invoices and pay from the bank application, final validation by the customer
Qonto, a neobank of small and independent companies active in eight European markets, has integrated agents who prepare repetitive operations into its application; the customer always keeps the final validation.
Dev
Provide code officers with review, risk analysis and documentation of each change
Doctolib has equipped its technical team with a code agent and runs its own remote agents, which now open 10% of the requests to modify the platform code.
Dev
Accelerate tests and specifications in a telemedicine platform, with an assisted code review
Medgate, a telemedicine operator in Switzerland and Germany, tested a code agent for three months with about fifteen engineers, before deciding to extend it to the entire organisation.
Legal
Compare dozens of internal directives to regulations in a matter of hours
The Swiss private bank Pictet has opened a code agent and an office automation agent to approximately 700 employees; The compliance team is used for an analysis of regulatory deviations previously considered out of reach.
Money
Instruct card claims and sort claim letters
The online bank N26, which is active in 24 European markets, has integrated an AI model into more than 15 internal applications, from card payment disputes to financial crime analysis.
Marketing
Produce an advertising campaign report using live data from multiple platforms
Supermetrics, the publisher of marketing data connectors, linked his data to a d
Health
Write regulatory clinical trial reports with an internal AI platform
Novo Nordisk has developed NovoScribe, a platform that produces regulatory documentation for its clinical trials based on texts validated by experts, before human review and approval.
Customer support
Preparing calls from remote banking advisors with an AI assistant
CaixaBank, Spain's first bank, offers more than 300 remote support advisors an assistant who prepares calls and answers questions about products.
Sales
Putting vacant housing on the market: prices, visuals, announcements and quality control assisted by AI
Heimstaden, an European residential landlord, uses the AI at each stage of the rent-back of a dwelling, with employees remaining responsible for each decision.
Research & watch
Assess the environmental risks of a whole property without being developed
At Heimstaden, a sustainability analyst without development training used a code agent to build the processing chain that evaluated over 20,000 real estate assets.
Admin
Prepare an animal insurance claim file before the manager's examination
Univé, one of the largest mutual insurers in the Netherlands, uses an agent who assembles the claim file, rereads veterinary invoices and prepares a traceable recommendation; the manager keeps the decision.
Productivity
Increase from half a day to twenty minutes for a first jet in an industrial enterprise
STADLER, a family-owned company that designs automated waste sorting facilities, has equipped its 650 employees with an assistant from AIA and has over 125 customized GPTs, especially for translation and e-mails.
Dev
Transforming the recording of a meeting with lawyers into a specification that developers can use
Endava, an international software service company, uses a code agent throughout its projects, including for needs analysis: a specification that would have requested one to two weeks of round-trip travel was obtained in two one-hour meetings.
Admin
Automatically analyze and classify industrial maintenance response reports
TotalEnergies deployed MARGE, an agent that analyzes and ranks maintenance response reports, a task previously done by hand.
Admin
Accompany purchases up to €50,000 from the specifications at the choice of the supplier
At TotalEnergies, Agent BuyerCompanion helps employees on purchases not exceeding EUR 50 000, from the drafting of the need to the identification of the supplier, respecting the rules of conformity.
Customer support
Attend support teams by specialized agents and host disaster victims at all times
Generali France has deployed about 50 agents for specific purposes, including agents who support its helpdesk and a voice assistant available day and night for victims of disasters.
Customer support
Answer frequently asked questions in e-commerce email
The Redoute put into production in the fall of 2024 a conversational agent who deals with the frequent questions in the messaging of its application; the advisers then intervene in escalation.
Accounting & finance
Check the prices of each customer order before billing to avoid disputes
Danone uses an agent to analyze customer orders, regardless of the format, and cross-checks prices with its internal systems to correct deviations before billing.
Productivity
Make every client deliverable read by an agent before sending to a consulting firm
PMP Strategy, a 150-person strategy consulting firm, publishes a library of agents validated by a weekly committee, including an agent who reports the shortcomings and inconsistencies of a presentation before she leaves the client.
Research & watch
Accelerate interpretation of veterinary X-rays to relieve radiologists
The Mars group, present in pet care, relied on models of Mistral AI to accelerate the development of RapidRead, a solution to assist with veterinary diagnosis.
Everyday
Give the departure and the vehicle, then a road-trip without museums
Paul, a film student, organized a week in Brazil with his mother: "I gave him information, such as the place of departure, the fact that we would be transported, and asked him to offer me a cool road-trip, focused on fun and stuffy by avoiding, for example, visits to museums. He had asked ChatGPT to be "a local guide."
Learning
Photograph the course, then a sheet in two columns
Célia, 18, in Mulhouse's senior general, SES and English specialties, sends a photo of her notes to ChatGPT to make it a record, especially in history-geo: "I've lost too many pages, I've lost it. ChatGPT summarizes everything in two columns. »
Learning
Request quotes, theme by theme, not copy
Ayman, candidate for the baccalaureate in front of a high school in Mulhouse, bounds the tool to the philo: "ChatGTP, it passes to find relevant quotations, theme by theme or notion by notion, but that's all. »
Learning
Reword a course point that remains blurred
Aurélie, in first general at the Lycée Notre-Dame-du-Château (Monistrol-sur-Loire), used for homework: "It allows us to clarify points from the lesson that we did not understand, to have a simpler information. »
Money
Ask for the boxes and form, then check on impots.gouv.fr
Antoine Szymczak asked ChatGPT to help him with his 2025 statement: "It took away a lot of stress. He lists the boxes (number and title), the form (2042, 2044...) and the pieces to keep, without inventing: "If you do not have the information in a certain way, you must say "I cannot answer with certainty". »
Public services & local government
Ask your question to IssyGPT, by SMS or on the site
In Issy-les-Moulineaux, Eric Legale, managing director of Issy Media, presents IssyGPT: an assistant 24 hours a day by SMS and on the site, "encapsulated" on the city's servers and fed only validated municipal content.
Everyday
Find the e-mails of the editors and the MP, not the press release
Adham, 15, schooled at Montesquieu d'Herblay-sur-Seine High School, contacted the press during a blockade: "I asked ChatGPT or Gemini to find the email addresses of the media I wanted to contact. This allowed me to touch rapidement 5 or 6 editors and the MP for my constituency. »
Career
Write the CV and emails to the boss, based on a few facts
Bryan, 17, from Garat, found in ChatGPT "a practical tool to do his resume". "Or to help write a mail. I'm e-mailing my boss with it. »
Learning
Talking about the course, then being questioned by a QCM
Clara, a second student at Charles-de-Gaulle International High School (Dijon), learned to ask for the tool to accompany, not to do in her place: "We talk to her about our course, we ask her to interact with us through questions, through a multiple choice questionnaire. »
Learning
Specify tone, style and audience before writing
Hugo, 15, in Paris, used ChatGPT in the third place. He treats it as a dialogue tool, not as an encyclopedia: "Instead of simply saying, "Write me a text about love," it is worth specifying the tone, style or even the target audience. »
Public services & local government
Ask for economic facts, check them, then drag them into the speech
Sandrine Gauthier-Pacoud, Mayor of Mesnois and President of the Association of Mayors of Jura, tested Copilot: "I asked him for economic information about a large city where I was invited and I chose to integrate these elements into the speech I had to make, after checking them. I admit I saved time. »
Everyday
Have the menu translated and indicate the dishes to avoid
Rémi Talbot, on holiday in Barcelona, released ChatGPT in front of an incomprehensible menu: "Tell me this card and tell me what dish I can't take because of my allergies. In 20 seconds, "we knew what we were commanding. »
Learning
Review as an evaluation, without giving it the duty
Maeva Stankus, a fourth student at Doctor-Kuhn College in Viteaux, says she uses ChatGPT from time to time: "Sometimes, I use ChatGPT for reviews like evaluations. »
Learning
Send the set-up and plan after the test, to make sure
Sergey, a student of the Aristide-Briand high school in Saint-Nazaire, opened ChatGPT after leaving philosophy: "I sent the order and my plan to ChatGPT, he said I should have at least 10. »
Career
Ask if there is another route than ENAC to become a pilot
Onur, driver-entrepreneur in the Walls, questioned ChatGPT in the plane towards a wedding: "It was ChatGPT who told me how to do it. […] he replied that there was a small door to become a pilot without going through a classic and ultra-selective school like the ENAC. He then enrolled in the Roger-Janin Aeroclub.
Learning
Request ideas for activities for a TP, never an interro
Jonathan Guyot, SVT teacher at Rémi-Belleau High School in Nogent-le-Rotrou, uses Never to create interro, though, because that wouldn't be my style. »
Learning
Identify tricks in a photo, after crossing the image
Laurent Zimmermann, a history-geography teacher at the Collège Jean-Macé in Mulhouse, first searched for the origin of a skyscraper photo with Google Lens, then: "With the help of ChatGPT, they then try to identify these towers and their location. »
Learning
Request a plan, an intro and a conclusion, two hours before the oral
Léonard M., 16, a high school student in Paris, had not yet structured his oral patent on the Algerian war. He asked for help from ChatGPT: "In a few minutes, he proposed a clear plan, an introduction, a conclusion, as well as leads to develop each part. He adapted, and obtained "a good score."
Everyday
Write a party, or restart a dining room
Christiane P., 73 years old, uses ChatGPT for writing and home projects: "I use ChatGPT to write departures or for example to redo my dining room. »
Everyday
Summarize in seconds the steps of a road trip
Boris, 28, in Montivilliers, uses ChatGPT, Grok or Le Chat as needed. For the holidays: "I wanted to organize a road trip in Belgium, the AI did a summary in seconds of the places to see absolutely. »
Career
Have the background and form of the CV analysed at the end of the internship
Maëlle Bertrand, at the end of the internship, stuck his CV in ChatGPT rather than taking it alone: "He helped analyse the background and form of my CV. She kept only "the most relevant recommendations" and then iterated.
Learning
Asking a climatologist chatbot and then improving the paragraph
Ségolène Paris-Lefel, professor at the Collège Julien-Lambot de Trignac, set up a "scientific climate expert" chatbot in Mizou. The 5th ask questions, write a paragraph and then "submit their assessment to the bot to find ways of improving their writing."
Career
Have the responses to the opinions and the texts of the site written
Shu Yan, manager of Ramen Wang (Paris 14th), feeds the site, networks and answers to opinions with ChatGPT: "It's like an assistant. When the chef hesitates between two ingredients, "you ask ChatGPT for advice."
Everyday
Structure a complaint letter and then make it less aggressive
Jean-François, faced with a telephone dispute, used ChatGPT: the tool "proposes to him articles of law, lines of action and reformulates his letters to make them clearer and less aggressive. »
Everyday
Search the best price of a speaker, then buy
Rémy Bendayan was looking for a specific speaker: "Where I once opened a dozen Google tabs, the Deep Research function of ChatGPT has saved valuable time. The search lasted "about 10 minutes," and "I was able to buy the speaker I wanted, at the best price. »
Everyday
Make a checklist before leaving, in 30 seconds
Natalia Monfort asked ChatGPT to organize her to-do before the holidays: "L »
Career
Writing the hooks of the new site, not the material cost
Priscilla Hayertz, owner of the Raphaëlle bakery (Paris 18th), used ChatGPT "to create phrases to hang on its new website", then to spot the most sold pastries in the neighborhood.
Learning
Chat with a chatbot Anne Frank via a QR code
Sonia Fraichot, at René-Perrot College (Doubs), set Mizou: "You take on the role of Anne Frank. The 3rd ask questions via a QR code. "This event generated real enthusiasm from students. »
Learning
Start a cover letter and customize it in class
Melody Brucolleri, professor-documentalist at Salon-de-Provence, had the internship letters written with Mizou. "Over one hour of classes, more than half of the 24 students had started writing the letter, with the proposed structure. The next hour: "Stay on the corrections and further customize the letter. »
Learning
Photograph the course, then interview his son with a QCM
Tristan Charvillet: "I used to use ChatGPT to do homework with my 13-year-old son. Not for him, but for me. A good quick, then a photo of his courses and I've the ultimate tool to interview him, create him QCMs, examples, sentences to complete. »
Everyday
Photograph the fridge, then choose an evening recipe
Jerome, in Illies (North), opens ChatGPT in front of his five children: "Well, we ask ChatGPT? Photo of the refrigerator, quote "Give me some recipes." The tool offers pasta salad, tortillas or croque-monsieur; It will be croque-monsieur. "When you have five children, yes, I guarantee you that it changes your life. »
Everyday
Make a birthday recipe, then validate it with guests
Angelique Aizpitarte lacked idea for a family birthday. She opened ChatGPT: "offers me seasonal pastry recipes." Choice: Tonka pear and toffee piettes. "And above all... a recipe validated by the guests! »
Everyday
Make the shopping list, then fill the drive basket
Charles-Edouard asked ChatGPT for a list of races for a meal, then "create [son] cart drive, validate it". "It saves me about two hours in the week. "At any time, I can take my hand if necessary. »
Learning
Chatting the third with Antigone, to convince her
Élodie Lahaye, at Balzac College in Azay-le-Rideau, set Mizou: the third dialogue with Antigone "to try to convince her not to bury Polynice". "The analysis of the exchanges seems to me to be the most important part because it allowed to show the flaws of this chatbot that unlike the students did not read the play. »
Learning
Generate six Dom Juan monologues, then compare them
Cécile The Knight, IAN Letters to the Academy of Versailles, submitted the scene of Elvire to Copilot for his second students: six monologues, "each corresponding to different attitudes of Dom Juan". In year 2, out of 33 copies, 25 are based on these proposals — much clearer than a year earlier.
Learning
Make an adapted dictation, with the words of the mistress
Nelly Darbois opens ChatGPT for her daughter's duties, at CP: "to create adapted dictations, with the words requested by the mistress". Example: "Make me an end-level dictation of CP, with as many words as possible that contain the letter "v" and the word "c!" »
Career
Simulating maintenance, then asking trick questions
Élodie Germain, 46, had "never really spent a job interview." She stuck the ad and her resume in ChatGPT: "From this data, can you simulate an interview? As the tool was "a little too nice," she asked him "to ask him trick questions." She then obtained a position of Communications Officer.
Everyday
Find the name of a green bottle, for the Christmas list
Frédérique Voisin-Demery was looking for "the name of an alcohol style white wine / aperitif sold in a large green bottle" for his Christmas list: "impossible to find the name. White cue on google". ChatGPT proposed Noilly Prat: "It was him! »
Everyday
Make a dessert on the flat, from two purées
Elouann, 17, asked ChatGPT for a dessert from mango purée and passion. He indicated quantities, texture and dressage. Result: mango cabbage and passion syrup with cracker. "The result corresponds well to what I imagined. »
Learning
Make a revision podcast that addresses the 4th
Romain Bourdel-Chapuzot, professor of physics and chemistry at Gisèle Halimi College (Aix-en-Provence), integrated NotebookLM in class: "The students have a podcast that addresses directly to them, for the 4th of Gisèle Halimi College. It creates a form of membership, without asking the teacher for additional preparation time. »
Learning
Do training podcasts, from the sources of the course
Alexandre Saubion, a SVT teacher at the Paris Academy, proposes to his colleagues to generate two-voice podcasts with NotebookLM, from the sources of the course, for the students to train.
Everyday
Receive the menu of the week and the shopping list, every Monday
Florence Moine has programmed three ChatGPT tasks in cascade: at 8 a.m. the menu of the week, at 8.10 a.m. the list of races, at 8.20 a.m. the recipes. "I'm saving a crazy time, I'm done finding ideas. He still has to order online.
Everyday
Write emails to brokers, then reread contracts
Yvan Demumieux has in ChatGPT pasted e-mails to brokers and contracts for a house in Cebu: "Affidavits, leases, notarized powers... ChatGPT noted points of attention, inconsistencies (plot numbers), shells (on my name). Signature in one month.
Learning
To be reexplained logarithms, to help his son
Elissendis C. reopened the terminal maths with ChatGPT, for the revisions of his son: "Okay it is rapide, it explains more easily than a pile of books. When it is wrong, the tool indicates "one except/a subtlety". "My ally, he does not replace my desire to understand. »
Everyday
Have an administrative mail written away from the city
Myriam, 78, is "not comfortable in writing": ChatGPT "simplified my life and it reassures me". Far from the city, "it helps in administrative procedures." It is also used for menu ideas: "Just dictate or write down what you have in your fridge. »
Learning
Make a 13-minute podcast on the actual report
Ms Arzalier, a plastic arts teacher at the Jean Monnet High School (Montpellier), has deposited her course in NotebookLM: a 13-minute podcast, two votes, on the report to the real. She then cut him off in Audacity, and then made it available to students to review the baccalaureate.
Learning
Make a review podcast, from fourteen sources of the course
Sylvain Godmé, a math teacher at the college, submits in NotebookLM the documents already used in class — 14 sources for the concept of function in 3rd. "The generation of audio summaries takes 5 minutes. It makes the file available to students at the end of chapitre.
Everyday
Make a dessert with two eggs and a milk bottom
Anne Bellargent had "greater things in [ses] closets": two eggs, a milk bottom, vanilla sugar, granola, cocoa and 25 g of butter. His children were asking for dessert. She opened ChatGPT: "Give me a recipe rapide with that. "I cooked. They loved it. Me too."
Everyday
Make a Christmas list for each of the three children
Gilles Lortet asked ChatGPT for a gift list for Louis (9 years), Jeanne (7 years) and Paul (3 years). For Louis, "clear, well-structured ideas." For Jeanne, the first list "was not at all in his energy": he cropped up, "and there... His eyes were illuminated."
Everyday
Write account closing mail
Anaïs Mauger asked ChatGPT to "write [son] account closing mail". The tool also serves him, on a daily basis, to save time on texts which she then reread.
Everyday
Write a complaint mail after an application bug
Olivier Paulon asked ChatGPT for a complaint: bug application on 24 December 2022, unsatisfactory telephone contact, commercial gesture request. "Done:)" The tool produced a draft that he published.
Learning
Make a MCQ from an already prepared corpus
Anne Petit, a documentalist professor at Édouard Belin High School, filed a corpus in NotebookLM and requested a QCM. "IAG has been able to identify key information and propose relevant questions. A real saving of time in the preparatory phase. »
Learning
Make sheets, quizzes and a revision podcast, from the course
Sandrine Hecketsweiler, a teacher at the Lycée Saint-André de Colmar, submits her synthesises of management-finance courses in NotebookLM. The tool generics review sheets, quiz, video summaries, mind maps and podcast, for STMG terminals, from the only sources provided.
Career
Prepare a support in English, oral, without notes
Ulrich Julien prepared an English-only support with ChatGPT vocal: oral syntax corrections, training without notes, questions "on the fly". "An effective and flexible approach, which has enabled progress to be made faster than with a conventional method. »
Everyday
Translate a menu and find the path on foot
For 12 days in Mexico, Sylvain Ramaradjou asked Gemini 2.5 the walking route to a place in Mexico City, twenty facts imbued with the exhibits visited, and the translation of the map of a small neighborhood establishment where no one spoke English.
Everyday
Make an album for a 4-year-old who can't separate
Marina Borriello asked Gemini for a storybook for her 4-year-old daughter, who was crying in the morning. Prompt two lines. Result: "The Morning Treasure and the Invisible Thread". "This very nice storyboard seems to fit perfectly with my experience. »
Everyday
Make a MCQ for evening homework, then restart on gaps
Jean-Baptiste Vrain asked Gemini, one evening, for a QCM for children's duties. The tool generated the questionnaire, analyzed the results, and then proposed either a simpler series or a new MCQ focused on gaps. He kept the phone: the kids don't touch it.
Learning
Make review questions from the written course trail
Marie- The tool formulates flashcard-type questions, used in class and put on Moodle for students to ask each other.
Learning
Help the students of CE1 to produce writing, with quick target
Mohea Wohler, a professor of schools in French Polynesia, used ChatGPT (paying version, quick gridded) to help her students in CE1 produce writing. "The production of writing is a challenge and I saw in AI a tool with great potential to help students produce. Students did not have access to any request.
Health
Let each caregiver adjust the style of his or her reports by conversing
Doctolib has put into production an agent who helps each health professional build, through conversation, the model according to which the AI writes its consultation reports.
Customer support
Process a support request by preparing the action, without executing it
For its support to healthcare professionals, Doctolib has designed Alfred, a system of agents that understands the demand, will search for useful information and prepare the action, which the user confirms himself with a click.
Dev
Prepare recurring infrastructure applications by an agent on Slack
The Leboncoin infrastructure team built BotISS, an agent that responds on its Slack support channel, completes DNS requests and opens the code change itself, then validated by an engineer.
Marketing
Translate editorial line into assistants so that each team writes just
BlaBlaCar's Content team has transformed its writing principles and brand tone into prompts and assistants: designers, CRM managers and marketers produce first jets already compliant.
Everyday
Find a carpool, bus or train route by describing it in one sentence
BlaBlaCar has launched an application in ChatGPT: its current language requirement is described and the agent compares carpools, buses and trains available, the reservation finalizing on BlaBlaCar.
Dev
A single internal agent, used to code, prototype and analyze data
Alan built Hopper, an internal agent who responds to the code, opens sweaters requests, publishes prototypes and builds dashboards: 80% of employees use them according to the health insurer.
Customer support
Measure by test A/B what really improves a support agent
Alan, whose IA officers process part of its members' requests, compared two ways of calling the model by an A/B test in production rather than relying on the numbers announced by the supplier.
Admin
An agent who resolves blocked affiliation files, with human validation
At Alan, an agent integrated into the operator tool analyses the movements of blocked employees, collects data and proposes corrections; any sensitive action awaits the agreement of the operator.
Sales
Suggest the state of a camera to be taken from six photos
Back Market asks the sellers of its pick-up service to photograph their camera: a multimodal model suggests a status note, which the user accepts or modifies before receiving his offer.
Productivity
Allow product leaders to interview data without waiting for an analyst
BlaBlaCar's product managers have built an assistant who writes their SQL queries from the real data and examples catalogue of analysts, framed by autonomy rules and training.
Dev
Unlock tedious code migrations with an agent instructions file
The BlaBlaCar front-end team entrusted the GitHub agent Copilot with repetitive code migrations that remained in plan, describing the task in a reusable prompt file.
Marketing
Transforming product marketing document templates into skills for AI
A Qonto product marketing manager converted the templates of his trade (communication notes, change logs, launch kits) into thirteen AI skills that draw from Notion and Slack.
HR
Accompanying employees in a transition to AI rather than replacing them
Steve Anavi, one of Qonto's leaders, describes how the neobank, 1,600 employees, organizes the requalification of its teams: management and budget from above, experiments proposed by the teams themselves.
Research & watch
Answer an analytical agent from validated indicator definitions
Qonto opened access to its data warehouse via Claude agents, found false but plausible figures, and then rebuilt a layer of validated definitions on which the agents rely.
Learning
Train the entire company at the AI with workshops built on real work
At Malt, the central AI team abandoned generic presentations for workshops prepared by observing each team, and provided a platform for secure tools: adoption increased from 55% to 90% according to the article.
Dev
An automatic code reader who checks his remarks before publishing them
ManoMano built Jiminy, a code reviewer who explores the repository, applies the rereading rules already followed by the teams and checks every comment before posting it in GitLab.
Creation
Create a promotional mini-game in the app without going through the product team
The BlaBlaCar CRM team has designed with Gemini an interactive fortune wheel for a bus discount voucher, broadcast in the application via Braze, without waiting for the product teams roadmap.
Sales
Prepare responses to calls for tenders with an officer who reads the specifications
The UpCoop cooperative group, known for its restaurant and employee benefits, has set up an UiPath agent to analyse tenders and draft a first version of technical proposals.
Everyday
Find the cheese you like by chatting with a virtual advisor
The Quebec Milk Producers launched Froméo on the Cheese site here: a conversational agent who recommends cheeses according to your tastes and offers beer and wine to accompany them.
Dev
Rewrite an old Java C++ installer with a code agent in three days
Migrato, a small Dutch publisher of content migration software, used the IBM Bob code agent to rewrite in C++ a Java 8 installer that blocked the modernization of his suite.
Creation
Switch from a model generated by the AI to code conforming to the design system
Doctolib has built a plugin for Claude that transforms a prototype generated by theIA into a React code based solely on the verified components of its design system, Oxygen.
Dev
Monitor mobile application crashes by an agent, read-only
At ManoMano, a chain of agents analyses the crashes of mobile applications every four hours, looks for whether the problem is already known and links each case to a ticket; the creation of tickets has been withdrawn at the AI.
Legal
Making the legal expertise of an accounting firm available to its clients
Cogedis, an accounting and consulting firm that supports around 20,000 companies in France, has built with Gemini a legal assistant nourished by its accumulated know-how.
Sales
Write your business proposals from your appointment notes
GroupActive, SME that accompanies a network of 80 independent experts, has created with Copilot Studio an agent that turns notes taken into customer appointments into chapitres commercial proposal.
HR
Entrusting the integration of new consultants and staff to agents
The consulting firm Converteo, more than 450 consultants, has deployed internal agents with Gemini Enterprise: one orchestra the arrival of new employees, another one offers assignments on missions.
Productivity
An agent who troubleshoots users of a data platform before the support team
At ENGIE Supply & Energy Management, an agent responds to the support requests of more than 250 Dataiku users: he investigates failed treatments, checks projects and passes hands to a human if necessary.
Customer support
Sort and orient tickets from computer support with an agent
The Logistician Geodis has integrated in ServiceNow an agent who ranks each computer ticket, finds similar cases and suggests a resolution; Techs validate in one click.
Everyday
Find your train from ChatGPT or from the carrier's home assistant
SNCF Connect has released an application in ChatGPT to search for a train journey and is also developing its own conversational interface, to keep control of the customer relationship and data.
Learning
An assistant who makes students think instead of writing for them
KEDGE Business School deployed about 100 IA assistants for its staff, then a "socratic" version for its students, designed to ask questions and guide rather than produce homework.
Public services & local government
Answer questions from residents on the city site, at any time
The City of Montreal has integrated into its site a virtual agent designed with Copilot Studio: it draws from more than 40,000 pages and gives, for example, the waste collection schedule corresponding to the address of the resident.
Public services & local government
Help teleadvisors in a region to answer and verify records
The Southern Region (Provence-Alpes-Côte d'Azur) has provided teleadvisers from its "Allo Région" platform with an AI assistant who questions its databases, and automated the verification of 30,000 pieces per year.
Legal
An internal legal assistant fed cabinet documents and a library of prompts
The law firm Fidal deployed "Fidal IA", an assistant based on Azure OpenAI and Mistral Large, powered by its internal sources and the open legal data, for its 1,200 professionals.
Customer support
A customer service agent who responds to students of an online car school, day and night
The online auto-school the PERMISLIBER has entrusted the first level of its customer service to HubSpot's IA agent: according to the company, 94% of conversations are resolved without human intervention.
Sales
Transforming each commercial call into a personalized summary and e-mail
Agicap, a French publisher of treasury software, relies on HubSpot's IA functions to summarize the calls of its salespeople, prepare for the revivals and facilitate their search for accounts.
Customer support
Sort each customer's return and pull out the ten main irritants each month
Pretto's online real estate broker arranges by ChatGPT every customer return received, sends him to the right team on Slack, then makes him sum up every month the top ten irritants.
Sales
Follow the future students of a school and customize the revivals with the AI
Holberton School, a human-sized computer school with campuses in France, automated the tracking of its prospects: call summaries and sentiment analysis in the CRM, and then personalized revivals by OpenAI.
Dev
Read thousands of post-mortem incidents to an LLM to spot recurring breakdowns
At Zalando, a LLM treatment chain summarizes and classifies post-mortem incidents affecting databases, in order to derive recurring causes and priority investments.
Dev
Agents who write test cases and specifications for equipment engineers
Valeo has developed with Gemini Enterprise its first engineering agents: creation of test cases from the design, continuous review in the integration chain, assistance in the drafting of system specifications.
Marketing
Decline a podcast webinar, short articles and posts with AI
The marketing team of Esri France uses HubSpot's Content Hub's AI functions to transform existing content, such as a 30-minute webinar, into multiple formats in minutes.
Legal
An agent who reads and synthesizes the contract clauses of more than 300 suppliers
FDJ UNITED, the French gambling operator, has entrusted to an AI agent the reading, interpretation and synthesis of the contractual clauses of more than 300 suppliers for his purchasing team.
Sales
Process up to 1,000 quote requests per day, regardless of format
The Manutan distributor uses UiPath's agent orchestrator to extract information from the quote requests, generate the quotes and integrate them into the ERP, with human validation in case of ambiguity.
Customer support
A chatbot and a voicebot to answer users of meal and gift cards
Edenred deployed Eden Help, a chatbot to IA generative on the Cognigy platform, then a voicebot: according to the company, 35% of chatbot conversations are resolved without advice.
HR
Recruiters preparing announcements, outreach messages and interview questions with Copilot
The Talan consulting group has equipped its HR and recruitment teams with Microsoft 365 Copilot: according to its recruitment director France, the messages targeted on LinkedIn get 10 to 20% more responses.
Learning
Create negotiation simulations and AI tutor for 11,000 students
SKEMA Business School has deployed Microsoft 365 Copilot to its teachers and staff and developed an AI tutor: easier to produce management simulations, personalized support for students.
Career
An AI coach who compares your CV to an offer and makes you repeat the interview aloud
The French employment platform Hellowork has launched Coach Emploi, an AI agent who analyses the match between a CV and an offer and offers a voice interview simulator with personalized feedback.
Public services & local government
Prequalify candidates by SMS to fill job vacancies faster
France Travail uses MatchFT, a generic AI tool that pre-qualifies job seekers by SMS on their interest, availability or mobility, to offer applications to recruiters faster.
Research & watch
Ask your questions about market shares in common language, with traceable answers
The stock exchange operator Euronext has built in Dataiku an agent that translates the questions of the teams produced in controlled queries on its market share data, showing how each number was obtained.
Legal
A single interface for patent searches by lawyers from a pharmaceutical group
Roche built with Dataiku Lex, an agent who chooses the right search method for each issue of his patent attorneys and keeps the context of one question to another.
Customer support
AI agents who manage booking changes and refunds at peaks
The Lufthansa Group relies on self-service agents built with Cognigy to help its passengers change a flight, find an alternative or request a refund: more than 16 million conversations a year.
Creation
Show the customer his room with a roof window, picture, in minutes
With HubSpot's Breeze Copilot, VELUX commercials generate custom visuals of the customer's room equipped with roof windows, where an external provider would take weeks.
Everyday
Have the mail written after a flight cancellation
Régine, 62, withdrawn from Le Mans, uses After a flight cancellation: "I asked what mail to send, and the tool did everything written. »
Everyday
Send the evening story to the tablet, above the bed
Guillaume Natas asked Gemini for a story for his daughter, then he sent "on the tablet that I taped over the bed of my pitchoon". The next day, the text was there: Lila, a curious little owl.
Everyday
Write and correct the texts of the administrative maze
Marie-Anne Hulsken, in Seignelay, uses Le Chat (Mistral) for "all editorial work, whether supported French, spelling or grammar correction, advertising or procedural documents". "It is perfect with regard to the French administrative maze. »
Everyday
Find the right channel, then write yourself to the Head of State
Younès, 17, schooled at the French high school in Bahrain and back in Pamiers, asked ChatGPT "the best way to hit the highest and strongest." The tool told him about the Elysée site. He wrote the letter: the firm responded.
Learning
Make a correction video just after white DNB
Abel Calmettes, a high school SVT teacher (Créteil Academy), filed the subject of the white DNB and extracts of successful copies in NotebookLM, then generated a video back for his students in third grade.
Learning
Do an exercise of expansion of the name, then make it criticize
Lucie Moraine-Brochet, a professor at the Toulouse Academy, asked ChatGPT for an exercise to identify the expansions of the name for her students. No sentence had any relative subordinate: she kept the exercise so that the class would mark the forgotten.
Everyday
Fill a spreadsheet, day by day, for a stay of 18 days
Sephora Bechrouri, 28, in Lille, relies on ChatGPT and Perplexity for an 18-day stay in Japan. She drew an Excel file "day by day and same hour by hour", plus a comparison of hotels in Tokyo.
Everyday
Write for his son a book in chapitres, with questions at the end
Yann Boursier, in Nantes, asked ChatGPT to tell a life of inventor to an 8-year-old child, chapitre by chapitre, and then add discussion questions and an illustration by chapitre. He kept the book to read it to his son.
Everyday
Draw a recipe for ingredients already in the fridge
Eric Nguyen glued to ChatGPT what he had under his hand: shiitak mushrooms, peppers, eggs. The tool offered scrambled eggs and sautéed vegetables, soy sauce and sesame. He cooked the dish: "it's eaten."
Everyday
Refine the route of a world tour, destination by destination
Mathieu, Bordelais, gives ChatGPT the next stage of his tour of the world, asks what is to be seen, then refines according to his criteria. By force, he no longer had to repeat the frame of the trip: the tool knows him.
Learning
Make a QCM and exercises from the written trace
Élodie Soubise, professor of history and geography at the Collège François Villon (Les Ponts-de-Cé), has pasted all his 3rd writing trace in The tool returned to MCQ, then other revision exercises. She kept some for Eléa.
Learning
Cross-checking with a second reading, without proud of it alone
Maud Bellier, a letter teacher, gave Gemini and Mistral the subjects, the scale and copies of students planned for harmonization. The next day, in a meeting, the copy she had between 12 and 14 with the tools came out at 13. She kept the double reading, not the automatic note.
Everyday
Compose the menus of the week for two children
Alexia Boeckx, mother of two children aged 5 and 2 and a half years, gives ChatGPT the setting of dinner (a vegetable, a protein, a starch, a fruit, easy to prepare). She draws the menus of the week, and sometimes sends her a recipe seen elsewhere for translation.
Learning
Make sheets, then exercises, from his course
Antoine, a senior student, reviewed mainly with ChatGPT: the tool makes him sheets with a short summary. In mathematics, he sends out his entire course, receives exercises, solves them, and then asks for the corrections.
Learning
Ask a plan of duty, then reformulate a math question
Amélie, a third-grade student at the college in Clermont-Ferrand, uses ChatGPT to organize her thought, create plans for her French homework, or reformulate mathematical questions. When she understood, she no longer questioned the tool.
Learning
Generate a classroom podcast so students can listen again
Rémi Moreda, a high school teacher Dr. Lacroix (Narbonne), has deposited his documents in NotebookLM to draw a podcast with two voices. He kept an example for him (to train while listening) and an example for his students.
Learning
Make students write a sonnet, making them correct the AI
Adélaïde Chorin, a teacher at Jules Ferry College in Montagnac, created an agent Mizou. His 4th grade students had to give him instructions that were accurate enough to get a lyrical sonnet based on Louise Labé's model, and then resume the proposed to draft the final version.
Learning
Drop a whole course, so students question the sources
Philippe Wagner, a teacher, has integrated in NotebookLM the PDFs, slideshows and YouTube links of a course he designed. His students ask wanked questions, ask a quiz or listen to a two-voice podcast. He kept the notebook: the tool only relies on these resources.
Everyday
Find a recipe with closet bottoms
Élise Roussel, in the North, uses In her personal capacity, she asks her for a recipe from her closet boots, and for her dolphins with irregular verb quizzes.
Learning
Structure the oral patent on a work
Elsa Claudin, a 3rd student at the Collège de la Bièvre in Hartzviller, is preparing his oral patent on a work by Simone de Beauvoir. She connects on
Learning
Ask for some references before writing French
Zoe, a 1st student at Marie Curie High School in Tarbes, revised the French baccalaureate the night before, at 10 p.m. She asked ChatGPT to help her and give her some references, because she didn't have one.
Learning
Make Napoleon speak, to compare the model and the facts
Philippe Sallet, professor of history-geography at the college in the Doubs, had his students chat with a Napoleon character created in Character. The distortion between bot patriotism and reality gives substance to the course.
Learning
Rewrite the prompt of a satirical portrait, up to 16/20
Claire Doz, a French teacher at the Lycée Paul-Valéry in Paris, had her students write a satirical portrait like La Bruyère with Copying the record was 10/20; After four reviews of the prompt, the copies reserved 16/20.
Learning
Import your course PDF to get a video capsule
Raphaël Bantigny, a teacher at UniLaSalle Rennes, imported the PDF from his course "Learning to study with AI" in NotebookLM. He kept a 6-minute video capsule, which takes the main lines, even if some parts of the course are missing.
Learning
Send a lesson too long, to draw a synthesis
Iloé, a first-grade student at Blaise-Pascal High School in Clermont-Ferrand, sends ChatGPT the lessons too long, especially in French, and makes them synthesises before oral.
Everyday
Get a tax letter frame and an Airbnb mail
Baptiste Bénézet, in Paris, finally uses ChatGPT on a daily basis. For a tax letter or a mail linked to an Airbnb stay, the tool offers a directly usable frame.
Learning
Keep ChatGPT as homework support, and for oral plans
Sébastien Abbé, a parent of students at the Lycée Saint-Joseph de Lamballe, tells us that his daughter uses
Learning
Structure a 4th podcast by chatting with Mizou
Bastien Guillotte, a professor of literature at the Collège Anatole France de Nœux-les-Mines, has prepared podcasts for his four-grade students. With Mizou, they refined their questions, structured their comments and tested ideas before registration.
Learning
Schedule a review chatbot on the time of the sign
Margaux Fusier proposed to his students from 4th, at the college, to program on Mizou a chatbot able to question them about the times of the sign. They wrote the quick together, then tested the robot before an evaluation.
Learning
Interview a suspect, to work English in writing
Laure Savourat, who teaches English to her college students in Seine-et-Marne, created a fictional survey chatbot on Mizou. Each student questions a suspect, is offered reformulations, and receives an individualized comment.
Learning
Ask for SES exercises, do them, then get corrected
Nail, a high school student in Isère who prepares the general baccalaureate, asked Dinobot to generate SES exercises. The tool corrected its copy and pushed it further. It is also used to produce records.
Learning
Reformulate a statement too long, and pull a quiz
Sophie, a relative in Nice, uses ChatGPT with her third-grade son. Together, they stick too long a record, get a reformulation, quiz or plan track, then choose what really helps.
Learning
Photograph a statement, for a step-by-step explanation
Esther photographed the statement on which her son Noah, 11, was blocked, and sent him to ChatGPT. The tool made it clear, step by step, without giving it the solution to stick.
Learning
Chat with a tour operator, to enrich a saynete
Hanne Poisson, an English teacher at the Galileo High School in Franqueville-Saint-Pierre, had her second-euro students chat with a tour operator created on Mizou. They picked up information and expressions, and then they were used for their saynetes.
Learning
Chat with the Unknown Soldier, then write by hand
Isabelle Burghgraeve, a documentary professor at the Cobergher College in Bergues, had her third-grade students chat with a Mizou catbot from the Unknown Soldier. They sought ideas and then handwritten a 30-line letter.
Learning
Schedule a review chatbot in Spanish
Gaëlle Hallez has proposed to her students from 3rd, in Spanish, to design on Mizou their own chatbots of conjugation, grammar, vocabulary or culture. They first designed a model, then tested the robot in class.
Learning
Understand an instructions, and be referred to the search
Matilda, 14, first in Blois, regularly uses artificial intelligence for his homework. It is used to understand an instruction and to guide his research, saving him valuable time.
Everyday
Have a birthday poem read to her mother
Nicole Ferrand Tomasi, 74, in Arcachon, asked ChatGPT for a poem for her mother's 99th birthday. She liked the text so much that her mother also started using the tool.
Everyday
Building a route in Quebec, step by step
Niko C, in Toulouse, is preparing his trip to Quebec with ChatGPT. It departs from a wide route between Montreal and several regions, then adjusts nights, roads and detours as housing is found.
Learning
Asking a chatbot about the complex sentence, after the lesson
Marie Dumaine, at the Collège André Malraux de Pontarlier, programmed on Mizou a chatbot for her third. After the corpus and mental map, they train 30 minutes on the complex sentence, and the tool simplifies or complexes according to their success.
Learning
Fill a lexical corolla by questioning Mizou
Benjamin Aubry, at the Collège André Boulloche de Bart, completed his fourth and third lexical corolla with Mizou. They note the chatbot's suggestions, cross-reference them to the dictionary, and then correct what's wrong.
Learning
Write an exploration report with a field chatbot
Audrey Boisson created on Mizou the chatbot Explo After the measurements around the college, each group asks him questions to write the balance sheet of his place of study.
Learning
Make a course summary, cross-check and then revise it
Alexia Chaillet, in second at Landser, asks ChatGPT for abstracts of courses for white events. It compares them with the notebook, completes what is missing, and then revises from this text.
Learning
Photograph the course, to draw a sheet
Thomas, terminally in Saint-Avold, photographes his course or a questionnaire and sends him to ChatGPT. The tool gives him a summary or a sheet, and he saves crazy time on general subjects.
Everyday
Ask for two or three tips to decorate your room
Mevlana in Poitiers asked an AI how to decorate her room. The tool first asked him for his tastes, then gave him two or three small tips. She found it pretty good.
Learning
Chatting with a chatbot to build an ECE strategy
Bruno Boucher, at the Camille Claudel high school in Vaureal, had his first SVT specialty discussed with a Mizou chatbot. They took more time to think than with him, and 93% said the tool had guided them in the strategy.
Learning
Chat with a character, then write a letter
Nathalie Brégent had her fourth with Mizou chatbots from figures of the Revolution. They asked for facts and structural advice, then wrote a letter by putting itself in the character's skin.
Learning
Write a quick, see the result, then correct it
Olivier Benoin, in Landser, taught his seconds to write a quick for Copilot. They observe the answer, modify it, add a format or tone, and see how the tool reacts.
Learning
Make philosophy review sheets, then cross-check
David, a senior in Nancy, prepared his philosophy review cards with ChatGPT. On the day of the test, he chose subject 2, and considered himself well prepared, also thanks to the posts of philo teachers.
Learning
Check information, or summarize a long report, without writing
Marie, 18, in The Deux-Sèvres, used the AI to verify information or summarize long reports, as a support tool, not to write.
Learning
Reform a statement, then place an empty mental map
Nour, 17, in Montpellier, asks AI for another formulation of the instructions. It is used for form — a mental map, for example — not for background.
Learning
Have a conversion chatbot tested, without giving the result
Caroline Hernandez, at Jean Monnet High School in Montrouge, created Convbot, a Mizou chatbot to review conversions of units to CAP. The students saw that he walked on simple conversions, was wrong on the decimals, and accompanied to the answer instead of giving it.
Learning
Orient to a healing chatbot, after work
Valentine Lesot, at the Sévigné High School in Tourcoing, first made his classes work on a plan. She evaluates the answers, then pointing to a Mizou Remediation tag, to consolidate a failed skill, without giving the correction at once.
Learning
Publish a musical vocabulary quiz, question by question
Caroline Pras created a chatbot Mizou "Quiz — the sound parameters" for Cycle 3. Students identify height, duration, intensity and stamp, in class or out of class, via a link or QR code, with the free version.
Learning
Photographing the lesson, to draw a clear sheet
Mathurin, 15, second in Paris, sends photos of his lessons to ChatGPT. The tool makes him a small review sheet clear, and he saves crazy time on the recaps.
Learning
Reexplaining a course passage, then citing sources
Louison, in Paris, asks ChatGPT to reexplain to him a part of courses that she did not understand. It also requires sources to verify what the tool says.
Learning
Check the course, then turn it into songs
Katia Kinsht, Savoy, wrote sixteen songs from her daughter's lessons. She first checks the facts with Claude, then generates illustrations and pieces, to review otherwise than on the sheet.
Learning
Train to write a quick, then review with a repeater
Bruno Peiffer, at the Koeberlé High School in Séletat, trains his STMG graduates to write prompts. They then serve as a repeater: the tool re-explains a misunderstood notion, at their own pace.
Learning
Interview a chatbot in German, then rate the answers
Rachida El-Mrabet, at Norbert Casteret College in Ruelle-sur-Touvre, interviewed a Mizou catbot incarnating Roger Federer by his 6th review. They put down W-Fragen, corrected their pronunciation, and wrote down the news for an oral.
Learning
Configure a review chatbot, then follow the answers
Nadine Wohlgroth, at Montaigne High School, used Mizou with her STMG classes: students review autonomy, ask questions, progress at their own pace. She sees their answers and can intervene.
Sales
Earning an hour a day in artisanal charcuterie using a quick method
After four hours of training at the CCI du Gers, the director of the Gasconne Charcuterie structured his use of the AI: presentation of the company in the lead of prompt, personas d'achateurs, search for automations.
Productivity
Make ChatGPT, Copilot and Perplexity the daily tools of an independent consultant
Pascale Pailhé, independent consultant (Mentoria), has followed the Boost IA program of the CCI Paris Île-de-France and now uses the AI every day to produce its deliverables and its watch.
Productivity
Automatic recognition of aluminium profiles on a lacquering line
Sepalumic, an aluminium manufacturer, has re-launched a project that has been blocked for six years thanks to the AI: identify in a few seconds some 3,500 similar references the profile that enters into lacquering.
Admin
Dyslexic farmer makes ChatGPT his assistant for letters, accounts and calculations
Sylvain Roux, head of a farm of more than 50 hectares in Valréas, uses ChatGPT for his letters, the certifications of the wine union, his accounting reconciliations and cost simulations.
Marketing
Prepare poster, press kit and contracts for a shop parade
In Saint-Lô, the manager of a wool and ready-to-wear shop relied on the AI to organize a parade: poster, press kit and model contracts.
Creation
Design packages, visuals and new bakery products with AI
Matthew, baker of the Maison Bijou in Saint-Maurice, trained at the AI and used it for its packaging, visuals and projects; The idea of the "crakaron" emerged from this.
Sales
Analyze hair and scalp with AI to advise care in living room
At Saint-Nazaire's Top Coif, Nathalie Lesort uses an AI tool that analyzes hair and scalp to identify needs and recommend targeted care.
Productivity
Identify an industrial electronic piece by photographing its label
REI Industry, TPE specialising in the re-use of obsolete industrial electronics, has created an application that reads labels and questions its catalogue of 15,000 references.
Money
Calculate the cost of its revenues and update the technical sheets with Claude
The restaurateur Alessandro Candido (Osteria Paradiso) dictates his recipes to the gram near Claude, entrusts him with supplier invoices and receives alerts when a price changes.
Marketing
Decline newsletter in post LinkedIn and treat menus and signage with the AI
Elisa Gautier, in her Parisian restaurant and caterer Kiosk, has a newsletter database written by theIA, then the post LinkedIn which takes over the essentials, and rework menus and posters.
HR
Have IA officers sort CVs and prepare candidate files
Neonitium, an engineering company, built during the AI Boost Camp Agents of the CCI Paris Île-de-France agents who source, sort and prepare the applications, the decision remaining human.
Marketing
Virtually furniture empty houses and write their real estate ads
Babette Mercent, an independent real estate advisor in the Sarthe, has been using the AI for the past year to furnish empty rooms, modernize a decoration and write its advertisements, noting the alterations.
Dev
A breeder makes a silo level probe by being guided by ChatGPT
Thomas Graindorge, dairy breeder in Orne, assembled an ultrasound probe connected to Home Assistant, programmed entirely with the help of ChatGPT, which alerts by SMS before food breakage.
Marketing
Albi traders resume their communication with the general AI
In Albi, several shops in the city centre now create their own posts, menus, visuals and videos with the AI, sometimes instead of a community manager or agency.
Sales
Cut the encryption of technical carpentry for the AI to process mail, DPGF and sketches
Ekoalu, manufacturer of aluminium, steel and wood joinery, has listed about 30 topics to save time and ultimately aims 70% gain on encryption thanks to the AI.
Sales
Make every morning the order emails into order forms
At Château Vieux Moulin (Aude), Claude connected to the Wineriz app reads orders received by e-mail and prepares purchase orders with the customer's fee schedule.
Sales
Relaunching sleeping customers and classifying its commercial agents in seconds
At Domaine Cassagne and Vitailles (Hérault), the team questions Claude more than ten times a day: customers without orders for a year, e-mails to restart, ranking agents by turnover.
Sales
A carpenter-coverer moves to photogrammetry for his specifications and launches his software
In Gâtine, Eddy Fruchard now measures roofs and frames from drone images transformed into a 3D model, and then co-developed a software that builds on the AI.
Research & watch
A cereal tree helps ChatGPT for GPS failure and fertilizer purchase schedule
Cédric Benoist, farmer and deputy secretary general of the AGPB, said that he had solved a GPS connection problem with ChatGPT and fixed his fertilizer purchases on advice found via the AIA.
Productivity
Nice brewery covers small daily needs with ChatGPT subscription
The co-founder of the Brasserie d'Aqui in Nice uses ChatGPT at 20 euros per month for his e-mails, communication and visuals, and considers the professional offers still too expensive.
Sales
A Bordeaux spruce tree structures its ideas, business calendar and management with ChatGPT
Anna Pedelborde, the founder of La Lune in Bordeaux, relies on ChatGPT to put her product ideas into practice, plan showcases and find words with her team.
Creation
A small agency of architects saves two-thirds of the time on his images with the AI
At Craft architects (Paris 11th), the partner Aurélien Porcher uses the AI to generate images, write descriptions and transcribe and synthesize construction meetings.
Creation
Use the AI for responses to tenders and reflection, never to draw
Brenac & Gonzalez & Associés, an agency of about 50 people, reserves the AI for editorial assistance and reflection on projects; The images remain from his drawings.
Marketing
Prepare a year of publications of a wine estate with ChatGPT
Emmanuel Clausel, owner of the Uma estate (Pic Saint-Loup), obtained from ChatGPT 200 texts and 365 stories after feeding on his website, technical sheets and history.
Marketing
A wine dealer has technical sheets and delicate e-mails written by ChatGPT
The founders of Aubert & Mathieu, Carcassonne trading, tested ChatGPT to imagine a cuvée, then adopted it for their technical sheets, blogs, newsletters and sensitive emails.
Sales
Centralize invoices, estimates and inventory of a domain and send emails at the right time
Élisabeth Poux, in the Pech Ménel domain (Saint-Chinian), has been using commercial management software since 2023 that sends its e-mails when recipients are used to reading them.
Productivity
Smart cameras detect cow heat as well as collars
Sylvain Rio, dairy farmer in the Morbihan, tests cameras with AI that spot heat and learn from its validations, in parallel with its monitoring loops.
Productivity
Three Norman farms jointly purchase a camera-guided sprayer and AI
Luc Tesnière, farmer in Calvados, weeds his onions with an Ecorobotix Ara sprayer that distinguishes cultivation and adventitious and treats only weeds.
Productivity
Count greenhouse pests by cameras and AI to react earlier
Boris Duval, a tomato producer in Janzé, has equipped one hectare of greenhouse with cameras that photograph trapped traps; an AI identifies and counts insects each week.
HR
A hairdressing salon has blog, post ideas and post cards written by ChatGPT
At Thomas Tuccinardi, the communication team uses ChatGPT for blogs and publications ideas, and the founder uses ChatGPT for job listings and labour law issues.
Creation
Create a hairstyle collection in images with the AI from its own universe
The trainer Stéphane Amaru created with the hairdresser Sébastien Delarue a collection of six visuals generated by AI, feeding the machine of a moodboard from its old collections and inspirations.
Learning
Build training modules and conferences with ChatGPT as a collaborator
Thierry Bordenave, founder of Les Hommes avons la Classe, build all his training modules with
Creation
Charentaise associations create posters with ChatGPT, between time saving and criticism
In Charente, volunteers generate posters with ChatGPT for their parties and activities in half an hour to two hours, while graphic designers and some of the public denounce uniform visuals.
Creation
Associative frying publishes two to three posters a week generated with ChatGPT
Vast's mill in the English Channel now illustrates its news on social networks with posters generated by ChatGPT, voluntarily limiting the AI for this purpose.
Productivity
An association only authorizes an AI tool to its team to guide already widespread uses
Wikimedia France imposed Gemini, integrated into its Google suite for associations, as the only authorized general AI, with a rule: no HR documents or non-public internal documents.
Legal
Court administrators file procedural reports on locked rules
At O3 Partners, the partners have their procedural reports drawn up by the AI most of them using written and protected methods, without ever entrusting them with the jurisprudential research.
Legal
Transforming a lawyer's method of work into "competence" reusable by AI
Philippe Touzet, founder of Touzet Associés, has engaged in dialogue with whole files and has created shared skills that replicate the same method on each new file.
Legal
For a lawyer alone, the AI plays the role of a full-time junior collaborator
Laura Mancini, a lawyer in private practice, compares the AI to a junior collaborator, while explaining to her clients the limits of the analyses they do themselves with chatbots.
Productivity
A franchised baker predicts his sales produced by product with an AI tool
In Lorient, Charles-Antoine Pointeau, franchisee Ange, uses Helean, which predicts turnover and amounts of ingredients over two weeks from cash history and weather.
Marketing
A small distillery plans its publications and identifies retailers with the AI
Margaux Buffet, co-funder of Pastis Le Pierrot in Chamaloc (Drôme), uses the AI daily after a day of training at the CMA Auvergne-Rhône-Alpes.
Sales
A real estate agency prepares for each seller a small market study with the AI
Diane Choplin, based in Caumont-sur-Durance, compiles with the AI the market data for each property, draws a price range and marketing proposals, then decides with the customer.
Productivity
Sort damaged dry chestnuts with an algorithm coupled to an existing machine
With the Corsica.ai EDIH, the union of Corsican castane farmers paired an AI with an existing sorting machine to remove damaged dry chestnuts from the Farina castanina corsa AOP.
Sales
Vehicle Renter Summarizes Calls by AI to Power Unified CRM
Corse Auto Rent was accompanied by the EDIH Corsica.ai to generate summaries of calls by AI, paid in a CRM that centralizes contacts and commercial pilotage.
Customer support
IA telephone agent puts a client in emergency contact with a craftsman in two minutes
ARTIA, accompanied by the EDIH Corsica.ai, uses a voice agent that includes an urgent request for locks, plumbing or electricity and calls several craftsmen at once.
Creation
A lingerie designer refines her sketches and product sheets with the AI
Nancy A. Coulibaly, founder of Tendre Baiser in Montpellier, shares her drawings by hand and uses the AI to refine the lines and structure her product sheets, alone in her company.
Admin
A breeder photographs his manuscript draft for ChatGPT to format his mails
Noël Anthonioz, breeder in Haute-Savoie, opens ChatGPT at least twice a week: he writes his ideas in the pen, takes them in pictures and the tool puts the mail on page.
Learning
Rewrite your ideas, then check the sources
Jessica, 22, in Paris, asks ChatGPT to reformulate ideas she already has, and to find her sources. She then checks that these sources exist, and saves crazy time.
Learning
Being asked oral questions, one by one
Eloïse asks ChatGPT to ask her questions that may fall into the oral realm. If she blocks, she knows what's left of her work before D-Day.
Everyday
Photograph the fridge, to get seven recipes
Jessica Cymerman photographed an almost empty fridge. ChatGPT offers him seven recipes from the leftovers, the same evening, without re-running the races.
Learning
Create the course by the students, then cross-check with the AI
Nicolas Robert, a teacher at Jacques de Vaucanson High School in Tours, had his students write the course after each TP. They then compare their notions with ChatGPT or Mistral, to see what is missing.
Learning
Generate a plan and questions and then improve them
Laurie Anne Latour, a teacher, generated a detailed plan and questions by PearlTrees' AI. His second students then criticized and improved them, before writing.
Learning
Ask questions by AI step by step
Ludovic Nedelec, a teacher who became a trainer in Rennes, refused the AI which gave the answer. He asks him questions, step by step, so that the student remains active.
Everyday
Draw recipes from what's left in the fridge
Julie, in Lille, opens the fridge around 6:00 and lists what's left. ChatGPT offers him several recipes, adapted to the time and number of people, without redoing the races.
Everyday
Build the route, then check the changing information
Florence Chatelot asks ChatGPT for a daily stay programme with the constraints of the trip. It reserves only after having crossed schedules and openings on official sites.
Everyday
Gross one weekend in Lyon, day by day
Christophe prepares a weekend in Lyon with ChatGPT: structured planning, visits, table ideas. It is used to trim, then it cuts, because a generated program is not the ground.
Learning
Search for a definition, then write its own synthesis
Philippe Briand, a teacher at Pierre and Marie Curie High School in Menton, authorised ChatGPT or Mistral after the course. Students enrich their definition, on one condition: do not copy the generated text.
Learning
Create a fake news, then debunker
Nicolas Gaube, a teacher, has his students produce a 4th SVT fake news with theIA, then his debunk on the back. They see the processes before they meet them elsewhere.
Learning
Correcting an already written development, not writing it
Lise Pascal, teacher, opens ChatGPT only after duty. The students stick to their built development: the AI reports the method holes, proposes reformulations, without writing the text in their place.
Everyday
Draw a week of menus from closet bottoms
Ludivine lists what is left: pasta, tuna, lentils, quinoa, canned. ChatGPT composes the menus of the week and a short list of fees, without buying any pantry.
Everyday
Make a schedule of the week, then adjust
Laure Mareli, three children, asks ChatGPT to organize meals, activities and moments to blow. He gives him blocks of an hour; it adjusts according to its constraints.
Everyday
Choose the colours of the office at the back of the garden
Valérie Trienpont starts an office at the back of the garden. She asks ChatGPT for shades of walls, armchairs and furniture for a Zen atmosphere, plus plants that hold together.
Learning
List sites to study, then cross-check before travel
Alexandre Da Cunha, a teacher at Galileo High School in Vienna, asks ChatGPT for sites from the south to study in SVT. It crosses, spreads what is too far away, and the board of directors accepts the trip.
Learning
Have TP's balance sheet written on the basis of observations
Driss Kabiri, a teacher at Le Massegu College in Vif, has the students stick their summary of the phalene game in Perplexity. They ask for a balance sheet; he checks the prompt before sending.
Learning
Generate a cell image, then record its realism
Delphine Perraud, a teacher at Les Servizières College in Meyzieu, tests the students' rapids on Vittascience. The class keeps two images and buildings a scale of achievement.
Everyday
Draw a 7-day schedule from a photo of the refrigerator
Christelle Ridolfo photographes the refrigerator. ChatGPT (or Claude) consists of a 7 day schedule, a session of dishes to move forward, and a list of races reduced to what is missing.
Everyday
Set up a program for a first semi-marathon
Sylver, 35 years old, 1.85 m, 80 kg, without recent training, asks ChatGPT for a program until the Sydney semi. He gets a session plan and a light food component.
Everyday
Identify two saxophone anches on photo
Fabrice Tesan sends a photo of two cans. ChatGPT distinguishes the red Java, brighter for jazz, and the more classic blue. He understands why his sound has changed.
Learning
Annotate an answer from ChatGPT, then write your own plan
Nadine Bouette, a teacher at the Collège The Ribeyre in Cournon-of The students in the 3rd annotation the draft, then write their detailed plan.
Learning
Compare two answers, then copy a validated text
Mickael Laurent, a college teacher, searched for a text on Terror in Compar:IA. Students compare the two answers, apply the ACTIF method, and copy the validated text.
Learning
Ask the draft questions before writing
Claire Dupanloup, a college teacher, gives 3rd grade students a Mizou chatbot. The tool asks the questions of the draft before they write; the teacher sees the unfolding of each exchange.
Everyday
Make a map of activities between Honfleur and Isigny
Nicolas François leaves 10 days with family, with a 13-year-old. The Agent mode of ChatGPT gives a table of activities and then a Google Maps map of Calvados, which he takes on vacation.
Everyday
Let Cookeo menus of the week, one month for
Sonia, two teenagers at the table, asks ChatGPT for Cookeo menus for the week, then for four people at less than €40. After a month, the evening question disappeared.
Everyday
Make a 4 day itinerary in Copenhagen
Florian asks ChatGPT for a 4-day stay in Copenhagen in December, average budget, around the Christmas markets. He gets one program day a day, with trips, to cross on the spot.
Learning
Set up a grid and then simplify it
Julien Yenny, a college teacher, asks Perplexity for a 4-level grid for a 3rd built development. The first version requires intro and conclusion outside DNB; He makes her work again.
Learning
Adapting historical text to level A2
Xavier Pers-Martel, a teacher at Georges Martelot College in Orbey, wrote a text on 1848 in ChatGPT. He obtained an A2 version for his students from 4th in DNL, followed by an understanding questionnaire.
Learning
Classify texts, including two written by ChatGPT
Sandrine Zwickert, a teacher at Robert Schuman College in Benfeld, ranks her third-grade students with texts on democracy. Two are from ChatGPT; The class discovers it, then writes a better prompt.
Everyday
Tell children the history of the castle in vocal mode
Daria Viktorova, in the castle of Serrant near Angers, launches the voice mode of ChatGPT. Children listen; Once inside, they spot the details told.
Everyday
Hold a vegetable assistant for one year
Jean-Marie Caillaud, in the same conversation, poses the volume of soil of a tray and the distance between two tomato plants. After a year, ChatGPT remembers the tomatoes already planted.
Everyday
Send a letter of thanks, based on the facts of the workshop
Tru Dô-khac, president of the association, sent a thank you email to the management who hosted the Scratch workshop. It refines the formulations with Mistral and ChatGPT, then rereads.
Learning
Write a historical account, then make it criticize
Philippe Porté, a teacher at Val de Moder College in La Walck, submissions to The class notes the gaps, then rewrites the prompt.
Learning
Make a review sheet, then compare it to the course
Ludovic Helbling, a teacher at Bourtzwiller College in Mulhouse, had his third student produce a review card with the AI of their choice. They file the document on Moodle, with the prompts and deviations in the course.
Learning
Confront interpretation of a text with that of ChatGPT
Céline Gitter, a college teacher, made her 3rd request on J They compare ChatGPT's response to their readings, then write a synthesis.
Everyday
Place a kitten routine, hour by hour
Djamila, a five-month-old kitten not yet weaned, details the age and needs at ChatGPT. She gets a list: at such time water, at such time the bowl.
Money
Compare the price of an item from a photo
Carmelo, in a market, photographes an item and asks the AI if it can find cheaper elsewhere. It reassures him, or discourages him.
Everyday
Place the suitcase checklist before leaving
Solen Ouahioune asks ChatGPT the list of what to take away. Without it, she left without universal plugs.
Learning
Place the poster titles, then the 3rd logos
Stéphanie Parmentier, a teacher at Jas de Bouffan College in Aix-en-Provence, has The class asks three questions, then generics signs and logos.
Learning
List oral leads, then sources to dig
Elsa Glachant, a teacher at Alphonse Daudet College in Istres, had Perplexity interrogated at its 3rd for the DNB. They note useful leads, ask for sources, and then open a collection document.
Learning
Generate two images, weather on one side, climate on the other
Jérémy Carton, a college teacher, asks Copilot for an image for "the weather" and one for "the climate". Students justify the deviations, then use them to rule out false information.
Everyday
Have a ride to Scotland in a week
Emma, 27, asks ChatGPT for a "Scotia Tour in a Week" program. It serves as a starting point, before guides and blogs.
Everyday
Make a recipe, from the phone
Agnès, who offered Françoise Bernard's Easy Recipes to her children, has been asking a robot for advice on his smartphone for a few months.
Everyday
Place a five-day menu under 40 €
Florent Lanne asks ChatGPT for a lunch and dinner menu for two, seasonal ingredients, 40 €. The shopping list is too expensive; he's fine, he's down to 40.
Learning
Make a self-portrait into a song
Mrs. Mille-Franc, at Irene Joliot-Curie College, had a self-portrait written to her fourth, corrected and then passed it to Suno. The 30 lead to a song.
Learning
Co-write a production, comparing two models
Estelle Fageaon, a high school teacher, passes the class through comparia.beta.gouv.fr: a prompt, two models, a written production built from the answers.
Learning
Make a presentation plan, after the problem
Pierre Mauger, a teacher at Maurice Genevoix College in Romorantin-Lanthenay, asked Perplexity for a plan. The third is used for the slideshow, then the oral.
Everyday
Make a journey, that arranges everyone
Jeanne leaves in Mexico: on one side of the little known slopes, on the other side of the beach. ChatGPT proposes several compromises. The family takes a trip, two or three nights by the water.
Everyday
Make a stay, for five, without internal flight
Anna asks ChatGPT to stay in Thailand for five, without domestic flight. It specifies beach or standing, more or less affordable. The answers narrow; the journey leaves.
Everyday
Have a stay in Lanzarote, in seconds
Jeanne, 41, in Angers, took a week to prepare Lanzarote. After training, she asks the AI to organize the stay: everything is there in seconds. Since then, she's gone like this.
Learning
Transforming the words of the course into a song
Gaël The Home, fault, magnitude: words exist.
Learning
Designing an analog model with TP hardware
Christophe Lejeune, a teacher at François Villon high school in Beaugency, asked DuckDuckGo AI for an analog model. The first SVT departs from TP chocolates and leads to a protocol.
Learning
Investigating a room, based on too general a response
Gaëlle Macuba, a high school teacher, asks a question about Medea in Mistral, via Vittasciences. The seconds keep the answer on Moodle, then confront it with the text, until oral.
Everyday
Propose a recipe, without going through pubs
Vincent, retired in Toulouse, tested the tool on the advice of his son. He asks her for recipes, and no longer juggles between websites full of ads.
Everyday
Make a menu, from what remains
Alice, 30, opens ChatGPT ten to twenty times a day. She says what's left, and the tool offers menus, recipes according to what she has.
Everyday
Explain the operation of a water pump
Pierre, 31, opens ChatGPT for conceptual purposes. Among his latest research is the operation of a water pump. It overlaps elsewhere what is a number.
Learning
Have a character questioned, to enter the film
Wendolin Bach, a college teacher, asked Skynet by her third. Claude, via DuckDuckGo, plays the role. Dialogues exist; The interrogation ends.
Learning
Remix ancient images, to talk about imitation
Nicolas Bannier, a high school teacher, remixed the Domus Aurea in Artbreeder. Terminals choose works, merge, and write a note on imitation.
Learning
Place a storyboard, then compare it to the raw image
Julie Castel, a college teacher, had a storyboard written at her third on her bleed, then generated the image. In the inner cells, their prompting prevails over the plain text.
Public services & local government
Give state agents a sovereign AI assistant to write and analyze
DINUM operates as a secure conversational tool where public officials write, reformulate and interview their own documents, instead of using general public services.
Public services & local government
Translate into 64 languages with a sovereign tool born at the Ministry of Foreign Affairs
Developed by the Ministry of Europe and Foreign Affairs, the DiplomaA translation solution was opened to all administrations in June 2026 as part of the State's "Our IA" plan.
Public services & local government
Transmit meetings of public officials and prepare minutes
DINUM added to Visio, the state video conference, an automatic transcript that identifies the speakers, supplemented by Transcripts for meetings and face-to-face interviews.
Public services & local government
Respond faster to users' opinions with proposals for answers
On the Public Services+ platform, DITP has integrated an AI which offers agents answers to user testimonies and synthesizes all the opinions: the average response time has increased from 19 to 3 days.
Public services & local government
Shorten and clarify online procedures forms
Integrated with the Digital Approach platform, Simpliscore analyses the structure, fields and wording of an administrative form and then proposes to make it shorter and clearer; Some 2,500 approaches have already been improved.
Public services & local government
Check the supporting documents as soon as they are filed by the user
DINUM operates Document-IA, which extracts useful information from and monitors its conformity; On DossierFacile, more than 2.7 million pieces were processed this year.
Legal
Transmit judicial hearings twice as fast
The Digital Agency of the Internal Security Forces has made available to investigators PAROLE, a platform for automatic transcription of court hearings and recordings used by 6,500 people.
Learning
Automatically transcribe a whole course catalog into video
France Université Numérique has deployed in production a transcription service that processed 35,000 videos of its MOOC catalogue, to make them accessible to people with disabilities.
Public services & local government
Navigate in thousands of page environmental assessment files
The Ministry of Ecological Transition has developed LIRIAe, a contextual research tool tested by a dozen auditors in two pilot regions to investigate project files for environmental assessment more quickly.
Public services & local government
Assign and summarize thousands of parliamentary amendments in minutes
DGFiP re-entered an open language model, LLaMandement, to distribute the amendments to the finance bill among its departments and produce a summary of them; The tool has been used on more than 10,000 amendments since the PLF 2024.
Legal
Automatically pseudonymize court decisions before publication
Since 2019, the Court of Cassation has used in production a model of recognition of named entities to hide the names and identifying data of decisions published in open data, with an algorithm that reports those to be read again.
Legal
Automatically refer submissions to the right chamber of the Court of Cassation
A classification tool introduced in 2020 proposes the material codes of the amplifying submissions received by the Court of Cassation; It is more than 90% successful and remains controlled by lawyers.
Public services & local government
Filter contributor questions with chatbots and voicebots
The Urssaf deployed 9 chatbots, 2 voicebots and 3 livechats in 15 regional caisses: the conversational agent answers simple questions and forwards the others to the advisors.
Public services & local government
Assist advisors in developing consistent responses with a documentary assistant
After its chatbots, the Urssaf has made available to its agents an open source chat hosted on a sovereign cloud, which seeks the right information and offers a response to users.
Public services & local government
Guide recipients in their efforts with an anonymous chatbot
The Caf is experimenting with an AI-based chatbot in My Account: it helps to understand the steps and benefits, without access to files and without ever making a decision.
Public services & local government
Testing a sovereign generalist AI with 165 agents in the Family branch
After testing Copilot Pro with 160 agents, the Cnaf builds its own generalist IA on an open model of Mistral hosted by OVH, tested by 165 people in about 50 Caf.
Public services & local government
Interview the regulatory documentation of benefits with a conversational agent
From an experimental work by the Caf du Var, the Family branch builds a chatbot that questions its regulatory documentary database @doc-MS to help technicians prepare their answers.
Public services & local government
Map use cases for agents on the AI platform of Sickness Insurance
The CPAM of Haute-Garonne has been deploying Camelia since June 2025, the generic AI platform of the Mistral Le Chat-based Sickness Insurance, for transcription, analysis and synthesis; 28 use cases were proposed by the employees.
Legal
To equip magistrates and clerks with a sovereign IA assistant
The Ministry of Justice has "My Assistant Justice", a sovereign D.A.A. assistant accessible to 10,000 officers, and is experimenting with criminal and civilian assistants to analyze and synthesize files.
Public services & local government
Moving from eight POCs to generic AI tools used by regional agents
The Île-de-France region has industrialised several tools tested since the end of 2023: a secure internal assistant of type
Public services & local government
Test the generating AI in a sandbox before deploying it to 4,500 agents
The Community of Corsica has experienced since July 2024 ChatGPT and Delibia in a secure environment; The trial produced five applications, a guide for a "trusted AI" and a progressive deployment plan starting in 2026.
Public services & local government
Framework the AI by a charter voted and train over 1,200 agents through practice
The Eurometropole and the City of Strasbourg adopted an AI charter based on freedom, solidarity and sobriety, and then trained more than 1,200 workers in workshops before developing internal tools and trade assistants.
Public services & local government
Identify sorting errors when the bin is emptied in the truck
The Union du Bois de l'Aumône (Puy-de-Dôme) has equipped two camera-gathering trucks analyzed by AI to identify black bags in yellow bins and send educational letters to the homes concerned.
Public services & local government
Identify people behind illegal dumping with a mobile camera analyzed by AI
The municipality of Valbonne (Alpes-Maritimes) tested a nomadic camera with a wild deposit detection algorithm for six months, and then a long-term one: about 15 companies are called to order each month.
Public services & local government
Detect fire departure in less than three minutes with cameras and AI
The Departmental Council of Indre-et-Loire and the SDIS 37 have installed cameras on twelve high points whose images are analyzed locally by AI; The scheme covers approximately 95% of the territory with less than 20% false alerts.
Public services & local government
Monitor the forests of a department to send the right means faster
The Sarthe Department has installed about 50 cameras at 16 high points; an algorithm compares images to references and alerts the SDIS, which raises doubt with a camera zooming up to 40 km.
Public services & local government
Targeting water leakage on the most likely sections
Sicoval, an agglomeration of 36 communes south-east of Toulouse, used Leakmited's AI to target its research: 12 leaks found in two weeks, 113 000 m3 of avoided losses and approximately 93,000 euros saved.
Public services & local government
Pilot the ventilation of sewage treatment plants to reduce the energy bill
Rennes Métropole has deployed a Purecontrol IA on about 10 purification plants which adjusts real-time operation according to the weather and energy prices: -5% consumption and -15 % on the bill.
Public services & local government
Measuring street cleanliness with cameras on sweepers
The city of Bourg-en-Bresse has equipped its sweepers with cameras whose images, analysed by the Cortexia AI, categorize and geolocation waste over 173 km of road to adjust the means per district.
Public services & local government
Replace search by keywords of a departmental site with search in natural language
The Allier Department has put online in about two months an intelligent search engine and a chatbot that respond to users from the official content of the site, with a model of Mistral AI.
Public services & local government
Give agents of a department an AI assistant hosted in France
Since June 2026, agents of the Allier Departmental Council have had "My professional assistant", based on an open source model hosted by Scaleway; 250 agents adopted it in the first few months.
Public services & local government
Orienting the inhabitants of a department towards the right teleprocedure
The Department of Val-d'Oise (1.25 million inhabitants) has integrated into its portal a sovereign conversational agent who responds in plain language to social assistance, parenting or transport and refers to online approaches.
Public services & local government
Take advantage of the municipal site redesign to add a citizen chatbot
The city of Villefranche-sur-Saône has launched, about four months after the first trades, a general chatbot of AI which responds to the inhabitants and also serves as support for the reception agents.
Public services & local government
Answer the residents on the site and on the phone with the same AI agent
The cities of Bar-le-Duc and Saint-Cloud have deployed the omnichannel agent of Dialonce: granting to the publisher, 80% of the requests are resolved, calls fall by 20% and 73% of the inhabitants of Bar-le-Duc found their answer alone.
HR
Absorbing the peak questions of teacher deployments with an online assistant
During the opening of the vows of the intra-academic movement, the AI assistant of the Poitiers Rectorate increased the calls from 600 to 48 and the emails from 300 to 120, according to Wikit editor; the scheme was renewed for a second year.
Customer support
Guide students to a large university with an assistant available day and night
The University Claude Bernard Lyon 1 has deployed ON AIR, a general-purpose assistant from the student portal and a mobile application, supported by physical reception points on campuses.
Productivity
Build a generative home AI on the data centre of an university
The University of Strasbourg has a conversational assistant based on open source models hosted in its own data centre tested by approximately 270 staff, with a portal that also offers transcription, OCR and a Moodle assistant.
Productivity
Mutualizing access to a sovereign generative AI for universities
In February 2026, Amue launched the MISTRAL ESR experiment: 81 higher education institutions share 540 accesses to Le Chat and API Mistral Medium 3.1, hosted by the ILaaS consortium and CINES.
Learning
Offer each second student exercises adapted to their difficulties
Since the fall of 2025, M.I.A. Second, a French and mathematical remedial service based on adaptive algorithms, is open free of charge to all general, technological and professional lycées.
Health
Generate consultation reports from physician-patient exchange
The Foch Hospital (Suresnes) deploys the assistant of Tandem Health, which organizes the exchange of consultation without seizure or dictation; The tool had already been used for nearly a thousand consultations at the time of the announcement.
Health
Offer caregivers a supervised medical assistant to reduce the shadow AI
The CHU de Poitiers deploys in beta MedGPT, Synapse's medical conversational assistant, which answers common questions (posologies, protocols) from institutional sources such as HAS.
Health
Make a trained medical assistant available to all CHU caregivers, starting with emergencies
The CHU of Bordeaux has signed a partnership with its spin-off Synapse Medicine to make MedGPT.fr available to all its healthcare professionals, with a deployment that starts at the Emergencies-SAMU-SMUR.
Health
Extend a consulting assistant to new specialties after a pilot phase
After a test in 2024, the Arles Hospital Centre incorporated Nabla's assistant into its consultations: more than 5,000 consultations conducted in 2025 and about 30 professionals who use it daily, according to the publisher.
Health
Reduce undetected fractures in emergencies with radios read aid
The ELSAN group uses in its emergency and radiology facilities an AI from Incepto to help interpret trauma examinations; More than 100,000 patients benefited in 2025.
Health
Convince doctors to adopt general AI with a dedicated secure assistant
With the firm Talan, Ramsay Santé has put in place a secure language model infrastructure and an "advanced assistant" for doctors first and then extended to all the group's collaborators.
Public services & local government
Measure the use of Copilot by city agents before talking about winnings
In Mons (Belgium), 709 City and CPAS agents out of about 1,400 used Microsoft Copilot in one month; A charter has been issued for these purposes and a chatbot for civil status has been announced.
Public services & local government
Open a common orientation chatbot at CPAS and the municipality
In Berchem-Sainte-Agathe, the CPAS and the municipal administration launched a chatbot powered by the AI, presented as a first in Belgium for a CPAS and in the Brussels Region for a municipality.
Public services & local government
Installing a conversational assistant for state officials in public infrastructure
In Luxembourg, state agents have "Le Chat", a conversational assistant installed at the State Information Technology Centre (CTIE): conversations do not leave the public infrastructure.
Public services & local government
Test a bespoke, secure and sovereign Cantonal conversational assistant
The state of Vaud has about 160 ViA collaborators test its own generative AI assistant based on a smaller model than those of major actors; A panel of about 600 people is envisaged in early 2027.
Health
Write geriatric consultation notes with listening AI, in a framed driver
At the Centre d'expertise en gériatrice de Québec, a geriatrician uses Plume IA daily to produce her notes; the CIUSSS of the Capitale-Nationale extends the trial to 100 professionals for nine months.
Everyday
Make say how to paste a painted papier
Margot sees his painted papier take off. She asks ChatGPT, that she calls her best friend, how to get back together. The tool indicates a special glue, brush or syringe and then press with a clean cloth.
Everyday
Make the plan of a room, from a photo
Luka, 15, in Soyaux, sent a picture of his room. He asked how to rearrange it. The tool changed the plans: "it makes too good".
Everyday
Make a cut, before choosing it
Gaspard asked the machine what cut would fit him best. He then chose him. It is also used for other daily decisions.
Productivity
Find an excerpt of a novel about a valiant character, in 30 minutes
Salome, a professor of modern letters in Vienna, was to prepare a vocabulary exercise around a valiant character. Searching in all books took him two hours; With ChatGPT, she obtained an extract in 30 minutes maximum.
Learning
Set a Mizou chatbot to argue on Mumbai, in 1st
Chloe Hollande, a teacher at the Southern High School of the Landes (Saint Vincent-de-Tyrosse), experimented with the first improvement of geographical argumentation via a Mizou chatbot, on the case study "Metropolization in Mumbai".
Creation
Producing an infographic on direct democracy, with Napkin
Hélène Cormy, a teacher at the High School of Val de Garonne School in Marmande, had her 1st HGGSP produced synthetic visual aids with Napkin to learn "Understanding a political regime: democracy".
Productivity
Propose an audio editing correction, in 3rd, with Logbook
Marie Dumaine, Victor Hugo College in Besançon, is one of the teachers who tested Logbook: recording a comment on a copy, letting the AI transcribe and synthesize, and then reworking a passage in a remedial session.
Learning
Create a fantastic news chatbot, then test it
Lou Trico shares, on Digidoc, subjects, lexical fields and figures of style. The class then creates the chatbot on Didaksbot, tries to trap it, and then another 4th is used to write.
Creation
Design a No-Code educational application, with AntiGravity
Khouloud Chatti, associate professor of STMS at Antoine Bourdelle High School, publishes a TraAM 2025-2026 scenario: creating interactive educational applications without programming, via IA-assisted No-Code technologies (AntiGravity), deployed online for the class.
Health
Have pre-printed letters written by pathology to the assistant
Thomas Lafon, a general practitioner with a strong dermatology activity and founder of Pictaderm, trains her assistant at ChatGPT "to write pre-made letters, according to pathologies". He also tests Nabla, Thiana and NotebookLM to fluidize consultations and administrative.
Health
Evaluate cells more accurately in anatomopathology
At the CHU in Limoges, Professor Mathilde Duchesne, head of the health care department, compares the age of the microscope — "we were evaluating, giving a percentage, not accurate, not counting the cells" — and the AI: "the assessment is much more accurate and much more reliable".
Health
Find one HAS recommendation once or twice a day
Professor Jean-Philippe Joseph, a general practitioner in Bordeaux, uses MedGPT "once or twice a day", in particular to find a recommendation or to cross sources: "On HAS, for example, information can be lost in a huge mass of documents. That's a fantastic time saving. »
Health
Take five or six foot or ankle measures, automatically
On a broken leg, foot, arm or wrist, Dr. Pedro Teixeira (Nancy's CHRU) lets the AI "take all measurements and angles almost instantly". At the foot or ankle, "five or six measurements are performed automatically" — to be checked or corrected as appropriate.
Public services & local government
Analyze municipal documents with NotebookLM in Venelles
Philippe Sanmartin, DGS of Venelles, also quotes Notebook LM "to analyze documents without spending his night there", alongside Mistral Pro for mails.
Legal
Accelerate watch and documentary research at a lawyer
Delphine Derumez, Associate Lawyer of BL & Associés (Social Law, Paris), indicated that the firm appropriated AI tools for legal watch and documentary research, in order to save time on repetitive tasks, each result being "systematicly verified and cross-checked".
Research & watch
Do the QHSE regulatory watch of consultants with an in-house assistant, 20% time saved
Marie-Amandine Siquier, founder of QHSE Concept (Saint-Flour, 600 clients), has invested more than €350,000 in QHSE.ai: 100% of consultants use it, 80% of missions, about 20% of standby time.
Sales
Prepare commercial pitches and real estate appointments, become a reflex at iad
Olivier Descamps, general manager of the company, says that AI is no longer a curiosité in a network of 15,000 entrepreneurs in France: writing announcements, preparing appointments, structuring pitches. "What was a tool we tested became a reflex. »
Marketing
Generate detailed product sheets by image recognition, at Paradigm
Vincent Huché-Deniset, co-founder of Paradigm (second hand mode, integrated model), treats the plugs produced to stick to the experience of the new. The company relies on the general AI to automate detailed cards via image recognition.
Marketing
Enrich product sheets and taxonomy by LLM and image recognition, at Decathlon
Gaël Demenet, Global VP Data & Analytics at Decathlon, describes cases of GenAI passed to scale: automatic enrichment of product data sheets and taxonomy via LLM and image recognition, with human validation. Gains are first measured in efficiency, then in SEO and conversion.
Marketing
Fully realize a campaign film in AI, for The Bradery
At Steve's, the film for The Bradery was entirely made in AI, in a set of five film or print campaigns designed since the beginning of the year, including three by the integrated studio. The agency refuses to sell the AI as a price race.
Customer support
Make The Butler, Assistant IA, available to hotel staff at Accor
Alix Boulnois, General Manager of Sales, Digital & Tech d'Accor, announces the deployment of Le Butler, IA assistant dedicated exclusively to hotel staff, in parallel to the customer side of ALL Concierge. The declared issue: let the teams focus on the relationship, with a permanent assistant.
Customer support
Answer practical questions from clients in the Apps Bank populaire and Caisse d'Epargne
Yves Tyrode, Digital DG and BPCE payments, said that the AI assistant for Banque populaire and Caisse d'Epargne applications generates more than 5,000 conversations a day, and that more than one in two leads to an action proposed by AI, often for a practical question.
Dev
Reread its code, generate tests and documentation at a BNP Paribas CIB developer
Chloé Stephan, a full-stack developer at BNP Paribas CIB, sends his code to the Developer Integrated Assistant at IDE: "You are a senior developer. Critique my code. » The tool also automates unit tests, documentation and tickets Jira; the advertised gain is 8 to 15%.
Sales
Adjust the message to the customer from the clienteling app at Tiffany and Céline
Franck Le Moal, LVMH's DSI, indicates that retail advisors are equipped with a clienteling application with agents to adjust the message to the customer; These agents are already at Tiffany and Céline's. In store, the tech stays in backend: an
Productivity
Write reports, summarize and translate via SecureGPT, at Groupe Rocher
Stanislas Duthier, DSI of Groupe Rocher, has put in production SecureGPT (several LLM) for the conveniences of everyday life: translation, search, summary and sorting of documents, meeting reports, creation of content — industrialised by a tight IT team.
Sales
Filter prospects and generate an argument for the advisor at CNP Assurances
Romain Méridoux presents the "score factory", customer scoring platform with advisor interface: filtering prospects and generating sales arguments. The Datalab also industrializes marketing campaigns with customized arguments by AI generic.
Creation
Generate network visuals of a burning workshop
The same engraver, Valérie Richard (Val Créations, Beuvry-la-Forêt), linked on AI to create visual content of its networks, in addition to the text, while wanting to keep "the craft soul".
Public services & local government
Generate every morning the press review of a department, with a skill Claude
In the Loiret, a "skill" — preconfigured instructions in Claude — generates the department's press review every morning. Sandrine Gérard, director of the departmental council, takes on the choice of Claude and documents the projects in order to be able to change tool if the rates switch.
Learning
Make a Latin name of chimera, correcting the prompt before Perplexity
At Marcel Mariotte College, Émilie Morin has a realistic cartel written at the 4th level for the chimera species: the student writes a prompt about the apparent characters; the teacher seizes it in Perplexity (and corrects, for example "a six-legged insect") before giving the answer.
Learning
Generate photos of trades to identify gender stereotypes
Stéphanie Bernier (College Molière, Beaufort-en-Vallée) and Aurélie Marçais (College de l'Aubance, Brissac-Quincé), together with a professor of letters, have Crayion questioned by 4th: photograph of a person engaged in a profession drawn by lot (Gerrimage grâte), to see how the AI reproduces stereotypes.
Productivity
Choose Mistral, Gemini, ChatGPT or Claude from an internal aggregator at Orange
At Orange, Dinootoo combines several motors: an employee chooses Mistral, Gemini, ChatGPT or Claude depending on the usage, tracks its energy consumption, and accesses the prompts designed by other employees. Vincent Lecerf reports that 100,000 people use it regularly.
Legal
Build a legal argument for foreigners in a lawyer
Mr. Zia Oloumi, Olumi Associate Lawyers, has completed Septeo, Lexbase, Lextenso and Dalloz with a Predictice subscription. In the law of foreigners, he says he has the latest case law at hand to build contextualized arguments.
Research & watch
Read a PLUi and write a CCTP at a synthetic architect
Rami Chaari, architect, says he uses ChatGPT daily to read and analyze PLUi, PMR, ERP, RE2020, DIAG and DPE files, compare quotes, write CCTP and DPPF, and cross-check written pieces and plans to identify inconsistencies, forgets or duplicates.
Productivity
Decide on a fungicide on wheat with a model in a cereal tree
Alexandre Grenot, farmer at Thénac (Charente-Maritime), joined Océalia's "Sillon Responsable": Xarvio Healthy Fields (BASF) combines AI, satellite, modelling and agronomists to say when to treat, what product, what dose. On 70 hectares of wheat, he did not put fungicide — two treatments avoided.
Productivity
Identify date differences on proof of delivery, at FM Logistics
Axelle Ratte, Method Process Manager and Industrialization of FM Logistic, describes an agent in the MySCM client portal: he checks the match between the date of proof of delivery (CMR) and the status of the order. In the test agency, one person spent 10 hours a month; The agent, at 85% precision, only raises inconsistencies.
Learning
Submit to ChatGPT a typical baccalaureate question, then discuss it first
Cécile Cathelin, a French teacher in a high school in Tours, submitted to ChatGPT a typical baccalaureate question on Alcohols, fromApollinaire. The class discussed the answer: well structured, but without quotations.
Health
Stay with the patient, without notice, in a general practitioner
Dr. Jacquetin, a general practitioner in a multidisciplinary health care facility, adopted Heidi: on the first part of the consultation, "where she noted everything, she notes nothing and stays with her patient." An intern created a custom model for him.
Health
Find a Millepertuis–antidepressant interaction at the counter
Caroline Caquelin, a pharmacist co-owner in the Paris region, entered Posos the treatments of a person who wanted Millepertuis while she was on citalopram: "It detected interactions in 2 seconds. Millepertuis was neither in its software nor in Dorosz, "considered as a plant".
Public services & local government
Building a defence brief in the Charente-Maritime Department
Caroline Foedit, Deputy Director of Legal Affairs of the Department of Charente-Maritime, states that on the interim proceedings, Doctrine makes it possible to build very solid defence briefs: "a saving of time and a tool for the reliability of our writings".
Legal
Structure an uncommon co-ownership split in a notary
Mr. Jean-Charles Tassel used GenIA-L with his collaborator for a co-ownership split over two buildings — an act he said he had only done once in twenty years: structuring the project and monitoring points.
Public services & local government
Help the individual contractors on school transport cards, Haute-Garonne Department
Jean-François Bonnans describes a third AI agent in production: he helps individual contractors to answer the many questions on school transport cards.
Sales
Find a product info in 500 Notion pages in 30 seconds at PayFit
Aimance Carpano-Caux, filthy manager at PayFit, has connected a Sales Knowledge Agent Dust on 500 pages Concept and the help center: the search goes from more than 5 minutes to less than 30 seconds, more than 15,000 requests since November, -50% Product/Ops solicitations.
Customer support
Translate a technical error message to climb to the right level, at Pennylane
Eléonore Motte relies on Dust to translate otherwise incomprehensible error messages, to provide the technique with a workable description, and to summarize conversations to see care trends.
Learning
Build a chatbot on Louise Michel, with a knowledge base
Pascal Mériaux, professor of history-geography in high school, built a specialized conversational agent: he gave him a knowledge base on Louise Michel, whom he himself chose, to accompany the personal work without having the speech written in place of the student.
Learning
Working with Mizou at Borda High School
Marion Som-Tisné, a teacher at the Borda High School in Dax, conducted the same first TraAM experiment: a Mizou chatbot to argue about the dynamics and challenges of an emerging city, Mumbai.
Learning
Have the synthesis of a HGGSP presentation written, with a general AI
Hélène Cormy, at the Val de Garonne High School, has experienced in Terminale HGGSP the creation of a synthesis of an exhibition with a general AI, on "The environment, between exploitation and protection: a global outcome".
Productivity
Listen to a copy correction, then rework a passage
Benjamin Aubry, André Boulloche college in Bart, takes part in the same return Logbook: the student listens to the comment, builds on the synthesis of the AI, and reworkes a passage during a tablet session and headphones.
Learning
Explain how a general AI works, with Vittascience
After the first too vague jet on Duck AI, Lou Trico devotes a session to explaining the functioning of an AI, notably with Vittascience, and then a session to writing complex rapids compared in group.
Productivity
Design a sequence of economy-management, sticking a meta-prompt
Laurent Robin publishes a reusable meta-prompt for the professional high school of the Clermont-Ferrand academy: freeze the role of the AI and format, change the theme only, paste into the assistant, then adjust the sequence — the course is not turnkey.
Health
Get a synthesis of the exchange, and turn the desk towards the wall
Cyril Bègue, a general practitioner, uses a daily assistant who provides him with a synthesis of the exchange with the patient. He put "the office with the computer against the wall": more desk between him and the person received.
Health
Prepare a meeting by asking for ideas from the general AI
Charlotte Chantegros, a health executive at the CHU in Limoges, uses the general AI for the organization: "I write what I expect to prepare a meeting and it gives me ideas. »
Health
Transmit the maintenance and store it in boxes, to CMP
Fabien Carayol, psychiatry nurse at Joseph Imbert Hospital (Arles), uses Nabla at the CMP: "an assistant who transcribes the discussion, distinguishes who says what and structures the elements by putting them in the boxes I asked him to create. Two nurses serve; "We would really have a lot of trouble going back. »
Legal
Search for a concept of criminal law in a lawyer
Jennifer Krief, a lawyer on her own account in criminal law, uses ChatGPT to search for legal concepts or an article that bases a principle. It then overlaps on Legifrance: a reference requested from the AI was not the most up-to-date version.
Public services & local government
Produce notes and reports with Copilot, Northern Department
Heloïse Boquilton, Project Manager "Artificial Intelligence Strategy" of the Northern Department, states that Copilot is integrated into Microsoft 365, with Copilot Pro experimentation with all DGAs, to speed up the instruction and production of notes and reports. Approximately 2,000 officers have already consulted ChatGPT.
Public services & local government
Press temporally on
Patrick Molinoz, president of the Arnia, concedes that in Burgundy-Franche-Comté the choice has been made provisionally to use Copilot, pending an AI owner based on Mistral, with data stored in France, for the benefit of small municipalities.
Creation
Moving from a sketch to a photorealistic insertion image before the Revit, in an architectural agency
Silvio dascia, an architect in Paris, opened an AI cell about a year ago: impact and insertion analysis, then photorealistic variants from the sketch, before the CAD-Revit project.
Marketing
Adapt message, photos and format of a real estate ad to each buyer profile
Marc Lebel, founder of Jinka, refuses to offer the same property ad to a student, family or investor. The platform's AIA adapts the message, order of photos, content and format to each real estate buyer profile.
Marketing
From 1,500 to 2,500 products per year, at Drawer.fr
Vincent Mazzucco, COO and IOC of Drawer.fr (e-shop of furniture and decor), connected the general AI to Akeneo to publish descriptions without recruiting an army of editors. The annual production of plugs increased from 1,500 to 2,500, or about 60% more efficiency.
Marketing
Produce web labels, SEO footers and product sheet translations at Decathlon
The same Gaël Demenet lists other GenAI industrialised gestures at Decathlon: generation of SEO e-commerce content (web labels, product sheet footers) and multilingual translation, always with human validation. AI accelerates low-value tasks; it does not replace professional expertise.
Marketing
Produce twelve IA brand trailers for Apericube
Diane de Plas, managing director of Steve, had produced by the agency's IA studio twelve 100% IA pellets for Aperi+, parodic platform of Apericube. Each flavor becomes a mini-blockbuster. "Producing twelve trailers would have been an investment worthy of Hollywood. »
Sales
Open search for hotels and loyalty rates in ChatGPT, at Accor
The same Alix Boulnois presents the ALL Accor app in ChatGPT: the traveller specifies destination and dates, consults public rates and member rates, room types and location, and is then returned to the ALL Accor site to pay. Available in 20 languages.
Dev
Assist 1,500 developers with a continuous open source fork at BPCE
Luc Barnaud, chief data and IA officer of BPCE, has deployed a fork of the open source continuous tool to 1,500 developers, after removing a post-based solution deemed too intrusive and insufficiently secure, before a generalization.
Customer support
Dealing with simple 24 hour requests on Centric and Neolink with Noa, at BNP Paribas CIB
Jean-Marc Friess, Chief Digital Services Officer of BNP Paribas CIB, describes Noa, virtual agent of the Centric and Neolink portals (100 000 users): intention by a model, deterministic answer via internal API, otherwise ticket synthesized to the right team.
Health
Assist in the diagnosis of elbow fractures in paediatric emergencies at the Nantes HEC
Dr. Fleur Lorton, an emergency pediatrician at the CHU in Nantes, describes AI as a "second look" at the elbow X-rays in the child: 99% sensitivity for the assisted clinician, +20 points vs. emergency alone, on 755 files. Trauma software is now routine on limb x-rays.
Creation
Propose titles of articles already written, in Echos
Benoît Georges, a journalist in charge of implanting AI in Echo, uses publishing tools to offer titles when "we can't find the ideal title": "The basics are always articles we have written. It's not the AI that will write them for us. »
Sales
Search for a technical proposal in the internal catalogue at Veolia
Fouad Maach, Head of Architecture, Engineering and Expertise at the Veolia Group DSI, indicates that the agents are widely exploited in support and up to the commercial services, for example to search for technical proposals in the internal catalogue. 250 agents are in production.
Sales
Structure commercial prospecting arguments with AI
Franck Kemetia, business developer at Rweality (Bondoufle / Paris 13e), followed a CCI Essonne day on IA assisted prospecting. The tool helps to structure ideas and arguments, and to analyse the market and competition.
Public services & local government
Mount in a few hours a good will coordination app, after a gigafeu
In Lacanau, faced with a gigafeu in the summer of 2026, the AI allowed in a few hours to create an application to coordinate good will. "Two days later, 600 people were using it," said Paul Régnier, municipal councillor.
Learning
Pass a comment from 2de version 1 to one version 2, with Ecrivor
Nathalie Pérez, professor of letters at the lycée Beaussier in La Seyne-sur-Mer, tested Writer in 2 of 3 sessions (commentary and essay). Immediate feedback raises the student to rework the text; IA hand help the norm, not the complex thought.
Learning
Make ChatGPT improve the oral speech of a stop motion in 1st
Chloé Deplaude, scientific teaching in 1st (Academy of Grenoble), has written a first jet of speeches to superimpose at a stop motion on the plasma membrane, then work the prompt with ChatGPT, record, and compare peer and AI evaluation.
HR
Synthesize a file and organize team planning at a HRD
Vincent Lecerf, HRD of Orange Group, says he uses AI mainly for case synthesis, learn from it, compare two documents, make "branded" Orange presentations, and organize his team's schedules.
Legal
Compare the amounts allocated according to the scales, with a lawyer
At Olumi Associate Lawyers, Ms. Zia Oloumi said that she used Predictice in compensation for victims for a finer assessment: to compare decisions according to scales, injury positions and courts seized.
Creation
Rework the atmosphere of an export Revit, at an architect's house
Rami Chaari starts from an image exported from Revit, then works atmosphere, materials and textures in mnml.ai / Yanus.ai, without asking too much for his computer. Limit: one cannot yet paste exactly the chosen IKEA or Leroy Merlin cabinet.
Productivity
Do the fertilizer by the nearest metre on the plot, from a cereal tree
Geoffrey De Wewer, agronomist and cereal engineer near Rugles (Eure), uses intra-parcellar modelling: soil surveys and satellite views to find out, to the nearest metre, how much fertilizer is used. It is one of the 5 to 10 % of farmers who use it, for less inputs and less carbon.
Customer support
Solve a WMS or TMS incident from ServiceNow at FM Logistics
FM Logistic's computer support relies on agents for incidents. A chatbot communicates with ServiceNow: it consults the software documentation (WMS, TMS) to try to solve the user question, or helps create the ticket in natural language.
Learning
Generate a MCQ in ten seconds, and code a statement in one to two minutes
Philippe Jonin, a mathematics teacher in a high school in Sarthe, has a QCM generated by ChatGPT "in 10 seconds if the subject is properly delimited", and code the statements in computer language in one to two minutes.
Health
Generate mail and task reminders, on complex consultations
Dr. Jacquetin uses Heidi "daily for his transcriptions, the generation of letters and, on complex consultations, reminders of tasks that help him to leave nothing behind": follow-up, prevention, treatment renewals.
Health
Find an alternative to the same active substance, out of stock
Alice Huet, a pharmacist in Paris, opened Posos' "therapeutic alternatives" module for Vivelledot in rupture: "in two clicks, I was able to find an alternative that included the same active substance," plus leads in other classes.
Legal
Prepare a free visa in 2 to 3 hours instead of 6 hours at a lawyer
Sarah Haidar, a lawyer at the Paris Bar (Foreigns' Rights), imports the consulate's refusal in Flow Litigate as "Fictive Opposite Party", generates facts, jurisprudence and letter of revival or recourse. A pardon that took him 6 hours took him 2 to 3.
Legal
Compare three possible guarantees of a parent company with a lawyer
Jean-Christophe Beaury, Racine Partner (Corporate Law and Mergers-Acquisitions), asked GenIA-L Avocat to compare three guarantee choices from a parent company, depending on whether the firm represents the consentor or the beneficiary, and then adjusts as the questions arise.
Sales
Dictate the plumbing-heating estimate when leaving the appointment, in ten minutes
Romain Finet, plumber-heater in Grenoble (TPF company), dictates to the AI the estimate of PAC when leaving the customer: what took him 2 to 3 hours in the evening passes to about 10 minutes, after rereading.
Sales
Prepare a search call from Salesforce and the web at PayFit
Aimance Carpano-Caux describes theAccount Summary Agent Dust: he synthesizes the Salesforce account, the web and history, proposes hooks—example: a prospect had just published a book, used as an opening call. Manual prospect research would fall by around 95%.
Legal
Accelerate doctrinal and jurisprudential research in a lawyer
Ms. Nissrine Kassase, a lawyer at Lawlines, said that GenIA-L brought speed and relevance to doctrinal and jurisprudential research, and sometimes proposed angles that the firm would not have thought of. The last word remains with the associate lawyer.
Learning
Framework the use of a generic AI for personal high school work
Pascal Mériaux, professor of history-geography in high school, requires explicit instructions when the student uses a generative AI in autonomy: conditions of use, account of prompting and conversation, rather than an opaque final product.
Learning
Differentiating historical reasoning on the Revolution, in 4th
Olivier Fourrier, a teacher at the Collège François Truffaut (Saint-Martin-de-Seignanx), experimented with a general AI as a system of differentiation in four place, on "La Révolution française et l ́Empire", for reference, synthesis and writing.
Research & watch
Have a current press review written, with a general AI
Alexis De Philippo, a teacher at Gisèle Halimi High School in Bazas, had his 1st HGGSP write a press review using a general AI, to analysis a current situation and work on sources and bias.
Learning
Set a chatbot from the trench lexicon, in 3rd
Marie Dumaine, Victor Hugo College in Besançon, set up an agent, Didakbot 3: help the vocabulary of the trenches without writing the letter of the hairy in their place. Two 55-minute sessions, at the end of the sequence on 14-18.
Learning
Answering a novel heroine with Lumo for a podcast
Lou Trico, Jules Ferry College in Delle, has a podcast script written in fourth. The groups use Lumo to obtain the responses of heritage heroines (Esmeralda, Fantine, Antigone...), then have to modify these responses before recording.
Productivity
Designing eco-management teaching materials with NotebookLM
On the same professional high school portal, Laurent Robin directs teachers to NotebookLM to design materials from their documents, in a toolbox that also includes visuals, videos and chatbots.
Health
Write letters for specialists to a generalist
Dr. Célestin R., 33, a liberal general practitioner (sleep and expertise), uses Heidi for medical and records. Last time, it was "to write letters for specialists." It estimates that approximately one administrative hour per day is available.
Health
Control a paediatric fracture reading proposed by AI
At the CHU in Limoges, Dr. Louis Mihluedo, a pediatric orthopedist, shows a radio where the AI saw the fracture but not the growth cartilage: "This fracture goes up to the growth cartilage and this is what the AI could not see on this radio specifically. »
Health
Measure certain brain tumours in 3 minutes rather than in 30, at CHU
At the CHU in Reims, Professor Vincent Vuiblet (nephrology, histology, anatomopathology), director of the Institute of Artificial Intelligence in Health, describes a system "capable of automatically measuring certain brain tumours in about 3 minutes, compared to 30 minutes with conventional methods".
Legal
Structure a draft finding in a lawyer
Jennifer Krief, a solo lawyer in criminal matters, says ChatGPT launches her including for the structure of the conclusions and a mail project: less anxiety of the white page, a psychological "copilote", provided that it does not repeat the raw results.
Public services & local government
Support agents of a support centre with a chatbot, at the Dila
Stéphane Haramburu, Deputy Director of Information Systems at La Dila, said that the chatbot project on Service-public.fr had been deployed "in support of our agents in the support center", with the general public results not being sufficiently convincing.
Admin
Extract the lines of a PDF command to power the commercial software, from a roofer
Pierre Fruneau, manager of Tri-Energy in Bouaye (coverage and photovoltaics), connected n8n to Outlook: the tool reads the mail and the PDF, creates the order in the commercial software, then stores the message as "treated by AI".
Sales
Structure a property estimate from the visit, without letting the AI set the price
Nicolas Jeffs, a real estate agent in Paris, feeds the AI with what he saw on the spot: building technique, relevant comparables, stock of the sector, strengths and weaknesses of housing. The tool structures the statement to make it readable; the price decision remains his.
Marketing
Industrialize e-commerce product sheets by targeted prompts at Cdiscount
Isabelle Serot, Data Manager of Cdiscount, describes about a million product sheets created each week. Since the end of the first half of 2023, pre-entry models (GPT-4 et al.) produce plugs via effective prompts, with human survey to detect hallucinations.
Marketing
Adapt product sheets to the culture of a market, not only translate them
The same Vincent Mazzucco, at Drawer.fr, refuses the crude translation: "we do not describe a product in France as Germans or Spaniards can do". The signboard uses AI tools that generate text, not those that only translate, to internationalize the catalogue.
Marketing
Compose the moodboards of collections with Midjourney, at Kiabi
Jérôme Fauquembergue, Kiabi's innovation director, has made Midjourney, Imki and Heuritech available to the collections team. One of the purposes of the AIA is to create the moodboard — the atmosphere of clothing — and then to reprompt models, "a huge gain of time, and a gain of creativity".
Marketing
Making the visuals of an international AI campaign, for Flying Blue
Rémy Aboukrat, Creative Director at Starlings (Epsilon France, Performics and Marcel, Groupe Publicis), and Delphine Isal, Marketing Director Flying Blue at Air France-KLM, launched the 20-year campaign entirely carried out with the help of AI. Pascal Nessim, Marcel's boss: "This campaign would not have been possible without AI."
Admin
Control about 40 points on architect's plans, at Kaufman & Broad
Philippe Minier, DSI of Kaufman & Broad, has put into production an AI that checks the architectural plans: about forty checkpoints, initially impossible in 2023, then feasible with the graphic part of GPT 4.5. Human remains in the loop.
Marketing
Analyze over 4,000 verbatim satisfaction in four days instead of three weeks at BPCE Payment Services
Karine Delattre, Director Customer Experience and Organization of BPCE Payment Services, uses the MAiA internal assistant to analyze more than 4,000 verbatim: three weeks ago, four days today, to structure and set up an action plan.
Dev
Gathering changes, past incidents and resolution paths for P1 incidents at BNP Paribas' DSI
Marc Camus, DSI Group of BNP Paribas, has deployed an internal incident management assistant: in a significant incident, he aggregates changes in resources, precedents in the internal tool and already identified resolution paths. About 80% of criticality 1 events are already managed with this assistant.
Research & watch
Analysis thousands of documents in the Leaks surveys in France Télévisions
Pascal Doucet-Bon, managing director of information at France Télévisions, said that in the "big investigations", the AI was used to analyze thousands of documents during the "Leaks": "We would have a lot of trouble doing without. The data remain in an internal sandbox.
Creation
Suggest leads to the editor, without automatically publishing, in Parisien
Stanislas de Livonnière, head of the data service and innovation of the Parisian, framework as follows: games, formulations, possible hallucinations — "these tools are there to suggest, to inspire the editor, but specifically not to publish automatically. »
Customer support
Create and orchestrate specialized agents no-code for support, at Veolia
Fouad Maach, DSI architecture group of Veolia, describes a no-code faculty open to all internal teams: design an agent alone or an agent who orchestrates others. "An agent is rarely isolated; He'll call and consume other agents. 250 agents are in production, wide adoption.
Sales
Write more personalized prospecting messages
At Rweality, Franck Kemetia also uses the AI to identify new prospects and send them "more personalized, more consistent with their problems", provided that the prompts are well formulated.
Learning
Ask AI questions from Grand Oral, like a candid teacher
Alexandre Da Cunha, SVT teacher at the Galileo High School in Vienna, prepares the Grand Oral with Perplexity, then ChatGPT or Copilot: theIA simulates teachers of different subjects and asks less expected questions. Students photograph the questions in the table and then answer them in the next session.
Learning
Edit a suite of text in 5th (delete, edit, add) with Ecrivor
Aurélie de Mathéis, Pablo Picasso college in Montesson, had a suite written in 5th place from the illustrations of the album Les derniers giantes (François Place), then edited in Ecrivor. The tool "thickens" the text more than it allows a complete rewriting.
Learning
Have a geological output report written with Perplexity
Marie Matt, teacher of SVT in second (Academy of Grenoble, TraAM 2024-2025), moved the students from taking notes on the field (Bastille) to a structured report with the AI. An example attached is called "output report by Perplexity".
HR
Analyze the verbatims of a satisfaction survey in a HRD
Amandine Aury, HRD of PwC France and Maghreb (nearly 7,000 employees), says that the AI tools were used to analyze the verbatims of the annual satisfaction survey and then to aggregate returns after training sessions. The firm is one of the first and largest users of Copilot in France.
Legal
Anticipating residence and maintenance, with a lawyer
Zia Oloumi also describes Predictice in family law: anticipating decisions on the residence of children, maintenance or liquidation of the matrimonial regime, based on factual and contentious grounds.
Creation
Produce a photorealistic rendering from a sketch, at an architect's house
For its projects, Rami Chaari uses ComfyUI — a nodal interface close to Dynamo in Revit — for photorealistic renderings from sketches, adjusting the atmosphere, or generating videos. It sometimes reverses the steps: made realistic from the sketch, then modeling and EXE parts.
Productivity
Sort potatoes with vision, from a producer
Bastien Mauger, potato producer in the Eure, received an optical sorter whose AI sensors identify and eject non-compliant soil and tubers. His father and partner Pascal Mauger: "It works", reading more stable than a human at the end of the day. The machine can sort more than 1.5 tons per minute.
Accounting & finance
Read the electricity and water bills of buildings at FM Logistics
Axelle Ratte states that FM Logistics uses AI agents to read electricity and water bills to analyze the sobriety of buildings. The agents, developed with Gemini Enterprise Agent Platform, are interfaced with market software.
Learning
Write a draft, compare it to Perplexity, then rewrite
Cécile Cathelin, professor of letters, introduced the CRAFT method (context, role, action, form, tone) for prompts. Students write a draft, compare it to Perplexity proposals, and then rewrite.
Health
Write address letters with "Ask Heidi", Nancy
Dr. Corentin Faucon, a general practitioner in Nancy's practice, creates models via "Ask Heidi": "It's a real time saving. The writing of documents works very well. It is used for address letters and follow-up consultations.
Legal
Build a defence case on arrival at a lawyer's house
Justine Orier, a lawyer in public law, founder of Orier Avocats, says that the AI has changed her life as a lawyer: she gains in reactivity and in exchange "in the construction of a file, in the construction of a defence", and takes the files as soon as they arrive.
Legal
Manage more than 200 parts of a subpoena, at a lawyer
Guillaume Gouachon, associate lawyer of Gouache Avocats (distribution law), uses Flow Litigate on files of more than 200 pieces from the assignment: a work that took "a whole day" lasts in a limited time, reinvested in analysis and strategy.
Legal
Answer a question about property taxation during an appeal, at a lawyer
Me Mélanie Delclos, tax consultant at Racine, asks GenIA-L Counsel on the phone or in video when the client raises an unanticipated question: first elements, then additional questions suggested by the tool, over the course of the exchange.
Sales
Relaunch the quotes of a blanket, at 15, 30 and 40 days
Clément Avignon, curator of ARDESIA Zinguary cover near Clermont-Ferrand (7 covers and a secretary), has created automatic recasts of quotes, plus invoices, Google reviews and PV reception.
Sales
Structure the commercial call report according to MEDDICC, at PayFit
Carpano-Caux, also a business manager, relies on a Call Summary Agent Dust: MEDDICC-classed Modjo transcripts, follow-up actions, 7 to 2 minute emails, 10 to 2 minute demo preparation; CSDs would save 2 hours a week on administrative.
Learning
Train in data collection, facing a fictional character
Amandine Vasquez, a STMS teacher at Joseph Vallot High School in Lodève, has created an educational chatbot for her students at the ASSP. High school students train in data collection during an interview with a fictional character.
Learning
Support the written production of the patent on 14-18, 3rd
Olivier Fourrier, at François Truffaut College, worked on the reasoning, synthesis and writing of the patent in 3rd place with a general AI, on "Civil and military in the First World War".
Learning
Create a mental map of totalitarian regimes and then make it criticize
Rémy Fauthoux, a teacher at Jules Supervielle High School in Oloron-Sainte-Marie, generates a first mental map with Monica on totalitarian diets. The Terminals criticize it and improve it, as aid in the organization of thought.
Learning
Making an effective prompt, then limiting requests, in 3rd
Marie Dumaine takes Vittascience to her third: compare a quick "copy-paste" and a quick worked, for a better result from the first request — and less consumption. Four hours, then Canva posters for the 6th-5th.
Productivity
Formatting a text improvement methodology, with NotebookLM
Lou Trico put together with NotebookLM the class methodology: how to use the AI to improve a podcast script (language level according to the time, social condition, age of the character).
Learning
Set up an agent Mistral for motivational letters, in high school pro
Laurent Robin makes available, on the AI portal of the vocational school, an agent setting Le Chat Mistral for the writing of motivation letters — a resource for colleagues in economics and management.
Health
Read a summary sheet after analyzing images, in radiology
At the CHU in Poitiers, Dr Guillaume Herpe, radiologist and medical reference in IA, receives after acquisition a synthetic sheet: number of images analysed, then the result — for example "not anomaly detected". Each radiologist in the service uses it at least once a day.
Health
Write a text of re-education of taste and smell, in spelling
Daphne Dumortier, a speech therapist in Douai, asked ChatGPT for a text about "hot chocolate", "mamie" and "Christmas", more "tenderness" and "humour", for a long Covid patient. Accompanied by meditation, the text served the meeting; "J
Health
Prioritize patients for drug reconciliation at CHU
The ConcilIA project, described by Professor Vincent Vuiblet at the CHU in Reims, "allows to prioritise patients requiring a drug-conciliation": it "has already tripled the number of drug mismatches detected".
Legal
Preparing a clause or draft letter, at a lawyer's office
Jennifer Krief also uses ChatGPT to help write clauses, translations and a mail project. She stressed that the tool inspires and launches, without replacing the verification.
Legal
Write administrative letters in a few minutes, to a lawyer
Florent Gassies, a lawyer at the Paris bar, founder of the firm INÉ, says that the tools of IA (Anthropic and French legal service providers) allow to perform in a few minutes tasks without added value that took several hours, including the writing of administrative letters.
Creation
Generate in minutes a personalized cookie model for a customer
Marion Pintaux, founder of the Adventurers of the Biscuit in Sèvres (7 collaborators), uses the daily AI for visuals and models: a customer sees the biscuit in his image without a physical prototype.
Sales
Anticipate the twenty questions of a real estate visit, when the DPE is poor
Vincent Pavanello, co-founder of Mister IA, asks a general AI to anticipate the twenty questions that will be asked by visiting a poor DPE housing. The real estate advisor thus prepares objections and answers before opening the door.
Marketing
Rewrite 200,000 e-commerce product sheets in less than a week, in an agency
Mathieu Chapon, founder of Peak Ace, tells a customer who had to rewrite 200,000 product sheets. Training, customer verification, error rate (assisted by Gemini) and production: less than one week. The fine tuning avoids superlatives and capitals that a GPT assistant let pass.
Marketing
Identify product plug anomalies at Norauto and Midas
Raphaël Beillevaire, head of digital marketing at Synchro Diffusion (Mobivia group: Norauto, Midas...), tested the AI to identify the anomalies of the sheets, not only generate text. Over a slippery month, all the files created had at least one anomaly, often minor (classification).
Marketing
Produce 30 to 40 videos produced per month for e-retail at Réflex boutique
Clément Castelli, CEO of Réflex boutique (carrelages, parquet floors, online bathrooms), animates the photos produced by the AI (Synthesia, Opus Clip, Runway): pan, subtitles, CTA. An advisor brings the "why" of tile; The team publishes 30 to 40 videos per month instead of 2 or 3.
Customer support
Respond to reviews and design a menu, via 15 AI agents, at Best Western hoteliers
Laëtitia Thiel, DGA digital communication and customer experience of Best Western France, has opened to hoteliers 15 AI agents: respond to opinions, design a menu, write publications. In a few months, more than 10% of hoteliers have subscribed. At headquarters, Delos (Sovereign Platform) is used by 90% of employees.
Admin
Compare the specifications of BTP companies by technical batches, at Kaufman & Broad
At Kaufman & Broad, Philippe Minier, DSI, has industrialised the analysis and comparison of the specifications of the BTP companies, classified in technical batches, to relieve the teams of repetitive tasks while keeping the human in the center.
Sales
Check the eligibility of a product during the appointment and then write the report at BPCE
Sonia Kaufman, Director IA for advisors, CRC and clients at BPCE, describes the AI at all stages of the appointment: documentation, question "is my client eligible for this product?", and then reports and business opportunities. 75% of the members of the group use it.
Customer support
Support outreach via a chatbot Teams plugged into the internal database, at BNP Paribas' DSI
Marc Camus, DSI group of BNP Paribas, is testing in the only DSI group a chatbot in Teams who questions the internal knowledge base for outreach support. The next step is to connect it to the contact centre if the user does not solve alone.
Productivity
Transcribe an interview audio with Trint, at franceinfo
Estelle Cognacq, then deputy director of franceinfo and director of the Radio France agency, said that journalists pass an audio file of interviews in Trint to obtain a transcription, then make summaries and exploit it — without automated production of articles.
Research & watch
Analyze more than two million documents for an investigation, at Radio France
Matthieu Beauval, director in charge of innovation at Radio France, quotes the analysis of mass documents: "some things a human being cannot really do because it would take days and weeks to analyze more than two million documents" — useful for investigation and verification.
Productivity
Writing emails with ChatFT, used by 37,000 agents, in France Travail
Sylvain Poirier, director of IA projects in France Travail, has deployed Chat FT to the advisors. The Court of Auditors notes that the tool is used by 37,000 agents, of which 51% are for the writing of e-mails — a saving of administrative time, with a risk of new charges (prompt engineering).
Admin
Transform mails and voice messages from restorers into commands, in a triperie
Gilles Hirschfell, manager of Atelier H in Reichstett (triperie, butchery, charcuterie, ~50 people, €12.7 million), connected Choco IA to the night orders: mails and answering machines are read, interpreted and seized. In January 2025, 57% of orders were interpreted at 100%, 33% at 90%.
Learning
Frame ChatGPT and Canva.AI for 3 minute second presentations
At the Galileo High School in Vienna, Alexandre Da Cunha authorizes the AI for the second presentations on "the contemporary issues of the planet", provided that he indicates it in the slideshow. Students present ChatGPT and Canva.AI; Perplexity is mainly used to find sources.
Learning
Producing and auditing time-up cards of CEJM concepts
Wilfried Robert, La Herdrie high school in Basse-Goulaine, has BTS 2nd year (ChatGPT, Claude or Gemini) generate ECJM definitions in two sentences, then make them criticize them before making time cards Up physics.
Creation
Generate paleoenvironment images from sedimentary rocks
In the same second sequence, Marie Matt uses a generative AI image to visualize the paleoenvironment corresponding to the placement of observed sedimentary rocks.
HR
Check a Syntec labour law interpretation in an HRR
Lina Gouvinhas, RRH at QuickMS, created on CloudStation an agent " Lionel", expert in labour law, jurisprudence and Syntec convention. It is used to verify an interpretation, to analyse a sensitive situation, to synthesize case law or to draft a reasoned answer.
Creation
Generate about 40 image proposals in an architectural agency
Emmanuel Dujardin, president and associate architect of Rougerie + Tangram, describes an AI pole at the agency's Lab: "We can generate about 40 proposals in just a few clicks. The agency experiments Midjourney from a textual description or a model image, keeping accurate on the prompt, with a copyright reservation.
Productivity
Transmit radio content to CMS, M6 group
Alix de Goldschmidt, innovation director of the M6 group, describes the automatic transcription (speech-to-text) in CMS as the most daily case: radio journalists go faster for podcast summaries, editorial content and editing. The help to derush also starts in Studio 89 for TV.
Health
Stay at the counter while requesting a product in cellar, pharmacy
At the Magdalen's pharmacy (Nice), Sandrine Matois, preparer, uses a Wildix helmet "which works with artificial intelligence": she stays with the patient, connected to the floor and to the cellar, so that the product arrives faster at the counter.
Learning
Make a video, slideshow and review mind map, from the course
Valérie Logel, a teacher at the René Cassin high school in Strasbourg, puts her management-finance synthesises in NotebookLM. The academic page publishes its productions: video, slideshow and mental map, for the STMG terminal, only from the sources provided.
Health
Generate the report from oral exchanges in a generalist
In Nancy, Dr. Corentin Faucon lets Heidi automatically produce reports from oral exchanges, with structured notes "with precise and professional terms." He says he'll save 3 to 4 minutes per consultation.
Legal
Obtain a legal response in ten seconds, from a lawyer
Dimitri Bougard, an individual lawyer at the Paris Bar (Real Estate Law), asks the Assistant Doctrine and receives in ten seconds, instead of "research looongues", a structured, quirky and up-to-date answer, particularly in pre-contentious.
Legal
List the parts of a sales file at a notary's house
Delphine Maudet, notary associated with Paris, asked GenIA-L Notaire with a junior collaborator for a complete list of the pieces to be requested in a sales file: the tool proposed a table, which she then adjusted, "at least we were not leaving a white sheet".
Legal
Mapping the risks of harm to probity by sector in a lawyer
Fleur Jourdan, founder of Fleurus Avocats (public law and business ethics), questions GenIA-L by sector (sport, education, agri-food) for a synthesis of the risks to probity, with cases of convictions and applicable texts, before his interviews.
Sales
Dictating a carpentry quote from the truck, with the memory of all customers
Tom Klein, carpenter cabinetmaker alone (Agencement Klein, Hautes-Pyrénées), speaks to Claude and Wispr Flow: photo at the customer, dictated in the truck, about forty skills for quotes, worksheet and file.
Customer support
Write in seconds the draft of a support ticket, at Malt
Sarah Rezzoug, customer experience manager of Malt (team of 14 people, six countries), passed the FrontApp tickets into agents Dust "Malty AI": the draft is more written in five minutes from scratch. In August, with 70% of the team on leave, the staff took the peak.
Learning
Set Writer to have a writing reviewed, without writing instead
Cécile The Chevalier, teacher of letters in high school, Ecrivor parameter with a meta-prompt: the AI rereads the first jet, guides the resumption, then refocuss on the spelling. In his classes, students write themselves, because they know that a correction step will follow.
Learning
Draft a development built on the cold war, with Ecrivor
Christophe Delgado, a teacher at Albert Camus College in Bayonne, has experimented in 3rd the writing of a development built with Ecrivor, on "A bipolar world in the time of the Cold War".
Learning
Parametrate Mizou for a poem of revolt, in first technology
Maeva Herlaud, a teacher at Raoul Follereau High School, is preparing a Mizou scenario: In one hour, the first technology exchange, correct the verses and publication on Dig
Learning
Train the agreements of the past participant, with a Wilmet bot
Benjamin Aubry, André Boulloche College in Bart, designed an agent DidakBot 3 to automate the chords of the past participation (Wilmet method) in 4th-3rd: one sentence at a time, immediate correction, sometimes more than 80 interactions followed.
Productivity
Shape a "critical look" sheet with Copilot
After Lumo's answers, often accepted too quickly, Lou Trico puts into shape with Copilot a methodological sheet: how to have a critical look at the AI, before recording the podcast.
Productivity
Generate a quiz or course plan from its documents
Guillaume Dessarce, a plastic arts teacher at the Clermont-Ferrand Academy, presents Gemini Notebook (NotebookLM) for preparation: drop down his courses and PDF, then request a summary, plan, quiz or presentation anchored in his sources — not with the students, the tool being not RGPD.
Health
Identify fractures on the largest volume of examinations, at CHU
At the CHU in Poitiers, "about 60-70% of the total volume of artificial intelligence examinations involved fractures," explains Dr. Guillaume Herpe. The algorithm frames the area and indicates positive or negative; The radiologist is supervising.
Health
Write prescription, report and stoppage of work by talking to a doctor
Dr Julien Lelandes uses Thiana in consultation and teleconsultation: "Just talk to the tool and he takes care of editing and writing" — order, report, stoppage of work. He estimates to earn "at least 15 minutes per consultation".
Health
Get less noisy images, and lower the dose, in radiology
At Nancy's CHRU, Dr. Pedro Teixeira, a radiologist with Guilloz imaging, uses the AI for "less noise, clearer and clearer images". It also reduces the radiation dose for the patient, and the time spent in MRI.
Public services & local government
Place Mistral at the disposal of agents, at the town hall of Mureaux
François Garay, Mayor of the Walls, chose to make available to agents the tool developed by Mistral, and to participate in trials of state solutions, while remaining "extremely vigilant" on data sovereignty.
Legal
Synthesize case law in a lawyer
Florent Gassies, INE firm, also cites the synthesis of jurisprudence among the chronophageal tasks now dealt with in a few minutes by the AI, then rereaded, to focus on strategy and negotiation.
Marketing
Write site texts, posts and replies to Google restaurant reviews
Benjamin Sarnain, manager of the restaurant Le Fugerolles (5 people, Chambon-Feugerolles), relies on the AI of UGO for the content of the site, the networks and Google reviews, at 45 € tax excl. per month.
Sales
Training at MaPrimeRenov in seconds, before a real estate appointment
The same Vincent Pavanello describes a second gesture, on the real estate advisor side: ask the AI to train him in a few seconds at MaPrimeRenov, just before an appointment, to meet the customer's expectations on the renovation.
Sales
Recategorize millions of product records, for +30% sales, at Cdiscount
Thomas Métivier, CEO of Cdiscount, delivered production figures at the end of 2025: the generative AI recategorizes the records, in addition to the machine learning, and divides the error rate by two. "A product that is well categorized makes 30% more sales. Ten million references have already been retired.
Marketing
Write the descriptions produced with the GenAI, then have them guard, at Karl Lagerfeld
Yoko Fujimoto-Sital, Senior Manager E-Commerce Trading at Karl Lagerfeld, has turned the creation of content produced into a hybrid model: GenAI d'Akeneo produces the text, a single writer fine tunes it. The brand announces +5% organic SEO traffic to product pages and +16% additions to cart.
Marketing
Generate all the creative models of an agency with the AI, at Steve's
Till Arrousseau, creative director of Steve's agency, recounts the passage of Midjourney (Beta version) and then ChatGPT in the agency: first models, then the rest of the creative functions. Today, all models are generated with the help of AI tools.
Marketing
Produce visuals of hotels with C-Lab at Best Western France
The same Laëtitia Thiel lists visual production for hotels, thanks to C-Lab, among the fields where the AI already helps Best Western France, alongside the enrichment of content and the SEO of the site.
Legal
Check insurance certificates from construction contractors at Kaufman & Broad
Philippe Minier, DSI of Kaufman & Broad, automated the verification of the insurance certificates of subcontractors, a critical point of compliance of the yards, with a human remaining in the loop.
Accounting & finance
Produce credit memos from major clients with GeorgIA, at Natixis CIB
Dominique Bernier, Managing Director of Financial Portfolio Management at Natixis CIB, has been using GeorgIA (RAG, since December 2024) to produce credit memos that serve as the basis for the financing decision of large clients — from millions to several hundred million euros.
Productivity
Write, synthesize and interview several models via Maia, LVMH's internal assistant
Franck Le Moal, LVMH's DSI, opened Maia to 200 000 employees: 1.5 to 2 million prompts per month, over 30,000 weekly users, 15 to 20 prompts each. Started with ChatGPT, Maia now gives access to Gemini, Claude and Mistral.
Research & watch
Detect an ongoing event on social media with Data Miner, franceinfo
Estelle Cognacq describes Data Miner, used by franceinfo to detect information and events occurring on social networks (then Twitter) — explosion, fire — and alert the journalist, without doing the work in his place.
Admin
Automatically read insurance documents on internal GPU, at CNP Insurance
Romain Méridoux, Head of CNP Assurances Datalab, has industrialised automatic document reading (OCR / LAD) since 2018 on internal GPUs. Vision models rotate first (A100, H200) for the most confidential data; More than 25 million API calls are recorded on the platform.
Accounting & finance
Analyze the turnover by sector when the caisse does not, at a baker
Nicolas Marnay, owner of three Maison Marnay bakeries-pastries (Paris, Boulogne-Billancourt, Issy-les-Moulineaux), wants daily and weekly rides of the AC by sector, compared to previous years. Its cashier software does not yet provide them; Meanwhile, he uses "not bad ChatGPT" to analyze his numbers.
Admin
Read and standardize restorer orders before the ERP, at a wholesaler
Laurent Knibbe, founder of Gustomio in Wissous (Italian wholesaler, 65 employees, 20 trucks), adopted as early as 2024 the AI of Choco: she reads e-mails, voice messages and apps, converts the orders into a standard format, then sends them to the ERP. Reported gain: equivalent of full-time.
Learning
Compare its correction of terminal copies to that of ChatGPT and GPT4All
Alexandre Da Cunha has the terminal staff write a type essay in digital format, correct it, and then test prompts so that the AI identifies strengths, weaknesses and leads. The notes are close to his, often half a point at a point below.
Learning
Set up an agent who simulates a recruiter for an internship interview
Christelle Point, Lycée Aristide Briand in Saint-Nazaire, introduced a conversational agent simulating a recruiter (prompt, verbosity, choice of model), before a maintenance simulation and a critical analysis of the exchanges.
Learning
Prepare a numerical argument for a debate on megabassins
Also in second, Marie Matt draws a role by lot (farmer, organic market gardener, hydrogeologist, etc.) and then prepare with the AI at least three arguments supported by figures and sources, quickly printed, before a debate of 25 minutes.
Research & watch
Receive HR watch on the 5th of each month at an HRR
At QuickMS, Lina Gouvinhas says that every 5th of the month, her agents send her via e-mail a HR watch file that crosses several sources. This does not replace his lawyer, but allows him to follow the evolution of the rules.
Creation
Train an Internal Diffusion Stable, in an architectural agency
Manal Rachdi (OXO Architects): The IA "will never replace the creativity of architects, but could replace those who refuse to adapt." At Lab IA, the agency develops internally a Stable Diffusion model, experiments locally and enriches its base for results tailored to its needs, in order to protect intellectual property.
Productivity
Prepare a meeting and summarize a document with Alfred to the M6 Group
Alfred, "ChatGPT" in the M6 group, relies on Claude (Anthropic), on servers in Europe. Available by default to 2,000 employees since early March 2025, it is used to prepare meetings, summarize documents, generate text, translate, help code and analyze emissions performance.
Customer support
Dealing with thousands of customer tickets per agent at CMP Group
Thibault Dallemagne, DSI of CMP Group (La Chaise Longue, 7,000 references, 80 countries), deployed an agent on customer service: several thousand tickets per month. At the launch (October-November 2025) a ticket cost 8-25 dollars; After model optimization, 4 to 6 cents of euro.
Learning
Make mental maps and synthesises of ECJM courses, then legal situations
Richard Minor, a teacher at the René Cassin high school in Strasbourg, uses the AI to create mental maps and course syntheses (theme 1 of CEJM), situations in law (terminal and CEJM) and visuals in communication for BTS.
Health
Turn a brief mail into a comprehensive report, into a gastroenterology
Dr.Declety, a liberal gastroenterologist in Elsan Group structures, lets Heidi turn continuously: even if he interrupts for a call, "None of this is in my note". His letters, already short, have become comprehensive reports, including the risks of complications explained to the patient.
Legal
Raising a legal doubt in a few lines for an internal client, at a legal director
Christian d'Argueyrolles, Legal Director and compliance group of PHOENIX OCP (eight lawyers, pharmaceutical distribution), uses the Doctrine Assistant for a concrete answer, without jargon, "which can be explained in a minute" to internal customers, including on the AI Act and online sale.
Legal
Aim for a draft act and return to the sources, at a notary's house
Me Delphine Maudet also uses GenIA-L Notaire to aim for a draft act: text checks, urban planning or taxation, points of improvement and reformulations, returning to extracts from the Mémento Construction Urbanisme or the Dictionnaire Permanent Environnement.
Public services & local government
Guide an officer on a computer incident in the Haute-Garonne department
Jean-François Bonnans, project manager at the DSIN of the Haute-Garonne Department, describes an AI agent in production: from nearly 800 troubleshooting sheets, he guides the agents; If necessary, it creates an EasyVista ticket with conversation history.
Accounting & finance
Deal twice as fast with Point P and Metro complex invoices in an accounting firm
William Denis, an accountant at Craponne, testifies that Cegid Loop's AI more than halved the processing time of complex parts such as Point P (BTP) and Metro (restoration).
Productivity
Answer internal product and contract questions in Slack, Malt
Anaïs Ghelfi, head of data platform at Malt, describes Malty AI in Slack as "a new colleague" connected to Notion and FAQs, so that commercials and newcomers stop ticketing the care on a contract term or a country VAT.
Productivity
Save a copy audio comment, then synthesize by the AI
Cécile Le Chevalier, a high school teacher of letters, annotates an oral copy on Logbook. IA transcribed, then synthesized positive points and skills; it amends the synthesis before communicating it. Time saving is not proven; the correction posture changes.
Learning
Build history revision tools, with Quizwizard (Wooflash)
Christophe Delgado, at Albert Camus College in Bayonne, experienced in 3rd place the construction of revision tools with Quizwizard, Wooflash's IA, on "Film democracies and totalitarian experiences in the Europe of the interwar period".
Productivity
Save an oral copy correction, then let AI transcribe
Maeva Herlaud, at Raoul Follereau High School, participates in the feedback Logbook of the ICTE letter group: audio commentary on a copy, transcription and synthesis by the AI, access to the student by QR code, and then the remedial session.
Learning
Make a fantastic news story, with Duck AI, fourth
Lou Trico, Jules Ferry College in Delle, leads 9 hours TraAM in 4th: after workshops without IA, the class tests Duck AI on a vague set-up, criticizes the answer (wonderful / fantastic confusion), then writes a news, with or without IA.
Learning
Answer a question about corpus with Mistral, then criticize
Marie-France Gaillard, Raoul Follereau High School in Belfort, imposes Mistral on his BTS GTLA on a corpus of peace. The assessment is on prompting, comment on response and corrections — not gross response. There was no response from the AI to the expected review.
Health
Transmit the consultation and then reread the report in general medicine
Alice Perrain, a general practitioner at La Croix-en-Touraine (Indre-et-Loire), uses software that records and transcribes the consultation: "This tool saves time and comfort because it allows me to interact more easily with the patient. It generates a report that it reviews and details.
Health
Segmenting prostate lesions on MRI, then controlling position
For prostate cancer, Dr. Guillaume Herpe uses an algorithm that identifies at-risk lesions on MRI, produces segmentation, volume, classification and risk prediction: "All this is done automatically. But the radiologist can control the position. »
Health
Prepare a liaison letter from the file, in urology
Dr. Adrien Vidard, urologist surgeon at Foch Hospital, uses DALVIA Synthesis for liaison letters: "My job is to treat, to touch the patient. No spending several hours on a liaison letter. The tool "integrates everything and returns according to our needs".
Health
Frame a suspicious area on the radio, then zoom
In Nancy's CHRU, Dr. Pedro Teixeira describes a tool that "identifies with squares or rectangles, the area in which there would potentially be a pathology, a fracture for example". The radiologist then zooms in and "analyses the suspect area in more detail" — without banning the rest of the photograph.
Public services & local government
Write a municipal mail in two minutes, in Venelles
Philippe Sanmartin, DGS of Venelles, describes Mistral Pro to write letters "in 2 minutes". "We are not talking about science fiction, but about solutions that already exist. »
Legal
Translate file documents to a lawyer
Florent Gassies points out that document translation is one of the tasks now handled by the AI at INE, alongside administrative mail and searches, without being billed to the customer.
Admin
Collect coins, restart and write letters from a retirement file
Sam Khisrani, founder of SAM in Oraison (retirement council, 2 people), deployed agents n8n + RAG + ChatGPT/Claude/Gemini: administrative time per file increased from about 6 a.m. to 2.30 a.m.
Sales
Calculate the yield of a real estate in the Orpi network
Cyrile Imsissen, a member of the management board of Orpi France, describes the AI as a daily newspaper of the network: the search engine will search for the relevant goods in the catalogue, and the AI is also used to calculate a return on a given property.
Sales
Load 100 % of a sales catalogue in minutes, for Cdiscount product sheets
Also at Cdiscount, automatic field matching by AI generative changes the gesture of the sales partner e-commerce: instead of spending hours integrating 80-90% of its catalogue, it will charge 100% in a few minutes, up to the product records. The brand aimed at one million euro of additional sales thanks to this comprehensiveness.
Sales
Randomizing and stocking an app ChatGPT, to build a drive basket at Carrefour
Ancelin Lacroix, Director of Digital Factory e-commerce and Carrefour customers, launched the Carrefour app in ChatGPT. The insignia remains the guarantor of the research: Ranking, product typology and display of stocks of the chosen drive. Permanent tests measure how LLM reacts to prompts.
Marketing
Co-create 80% of the network content of a marketing agency with the AI, at Steve
Diane de Plas, Managing Director of Steve, is the daily usage figure: 80% of the content published on social media is co-created with AI. Humans keep control: "everything from an idea and the machine is content to respond from averages".
Sales
Add conversational help to hotel records, and double conversion
In 2025, Best Western France added conversational help directly to hotel records. Laëtitia Thiel: The conversion rate is twice as high for customers who complete this assistance. Since 2023, chatbots and voicebots have had 80% automation.
Customer support
Write reports of teleadvisor calls, validated 85% of the time, at BPCE
Yves Tyrode, Digital Director General and Payments for the BPCE Group, reported that 85% of the call reports generated by the AI were validated by uncorrected teleadvisors, and that the average call processing time decreased by 10%.
Research & watch
Ask the whole body of research, summarize and score the feeling, with Alix at BNP Paribas CIB
Goulven Charles, Chief Data Officer of BNP Paribas CIB, describes Alix, conversational assistant of Data Lab Global Markets: natural language on the entire research corpus, abstracts, extraction, translation, and sentiment scores (growth, central banks, inflation) on about 100 publications per day.
Marketing
Keep a homogenous brand tone on content, with Bulgari's Voice Agent, at LVMH
Franck Le Moal, LVMH's DSI, states that Agent Voices, developed and deployed at Bulgari, aims at a homogeneous "tone of voice" on content (social networks, customer engagement), then will be taken over in other houses by adapting to their data.
Research & watch
Identify the figures for a declaration and then cross-check them on Insee and Eurostat, in franceinfo
Estelle Cognacq describes State Check, a tool developed with Inria for the cell of true and false: it detects, in tweets of personalities, encrypted elements, then helps to get the answer from the Eurostat and Insee databases.
Customer support
Process e-mails to automate management actions at CNP Assurances
Romain Méridoux, head of Data Lab from CNP Assurances, describes an intelligent email processing that automates management actions and fluidizes customer journeys, among more than 200 industrialised solutions exposed by API — including to DSI RPA bots.
Marketing
Prepare posts and newsletters for a burning workshop, after a CMA coaching
Valérie Richard, wood and steel engraver in Beuvry-la-Forêt (atelier Val Créations), followed an AI coaching with the CMA Hauts-de-France. She uses the AI for the strategy of her networks, from the creation of text content to the publication (posts, newsletters), and talks of a "huge saving of time".
Productivity
Adjust the production of the day (sticks, piettes) with an AI forecast, at a baker
Charles-Antoine Pointeau, manager of the Ange bakery at the Plénéno in Lorient (franchised), pilot the production with Helean: prediction of CA hours per hour, broken down by products, quantities of the day and the following days. The team can correct the recommendations; At 2 p.m., the sale compares the rest of the sticks to the forecast.
Learning
Configure a Socratic Tutor for a STMG terminal economy puzzle
Xavier Boiffard, Lycée Joubert Mailard, configures 1 Courslbot as a socratic tutor: the AI never gives the answer, it questions, points to the errors of reasoning. 33 STMG senior students, cells of 3, chapitre economic political, then oral press conference.
HR
Propose career development from a LinkedIn profile at Orange
Vincent Lecerf, HRD of Orange Group, describes the internal platform My Skills, supported by the AI: an employee dumps his LinkedIn profile, the tool analyzes his skills, asks two or three questions, and then makes proposals for evolution or conversion.
HR
Cross-checking the PMSS with an agent pays, at an HRR
Lina Gouvinhas asked her agent Martha (pay, Urssaf, social rules) for the amount of the PMSS for 2026: the figure differed from ChatGPT, which still gave that of 2025. Martha reported the deviation and provided a source.
Productivity
Accelerate text and correct an image, in an architecture agency
Loïc Daubas, partner of the Belenfant Daubas Workshop, uses the AI for writing — leading faster to an intelligible text — and for corrections of image and brightness, "a great use to save time". It distinguishes this from the general AI, where copyright and errors require verification.
Productivity
Write the first draft of information content at C Productions
Goldschmidt's Alix states that C Productions was one of the group's first studios to use the generative AI to write the first jet of information content, then reworked by journalists as a pre-production preparation medium.
Customer support
Make an appointment by voice agent, at CMP Group
In two years, CMP Group has multiplied the projects of the AI, "in scheduling and meeting by voice agent, among others". Thibault Dallemagne, DSI, also supervises the training of developers: as soon as agents are built, consumption of tokens explodes.
Learning
Design a 15-second spot on a product, terminal STMG
Jean-Pierre Souvanne, a teacher at Koeberlé High School, had a sports product modernized with the general AI, and then designed a 15-second video spot in Reel format as part of the STMG terminal product life cycle.
Health
Check the prescription conditions of an immunosuppressive, official
Alice Huet, a pharmacist in Paris, opens Posos as soon as a patient presents herself with Cellcept: prescription conditions, treatment agreement, precautions for use — then checks with the person if the doctor has spoken about it, before delivering.
Legal
Identify the risk clauses of a contract in Word, at a corporate lawyer
Florian Buzith, the legal manager of the Pro Archives Group, opens the contract in Word with the supplement Doctrine: Flow Counsel indicates the risk clauses, proposes reformulations and, on a non-competition, found him in a few minutes a case law of the jurisdiction.
Legal
Answer by appointment on a DPE class G and a rent review, at a notary
Jean-Charles Tassel, Magma Notaires office, asked GenIA-L "just twenty minutes ago" for a client at the DPE class G with a problem of rent revision: a structured response in a few minutes, during the appointment.
Public services & local government
Find a watchful information of the public order, in the Department of Haute-Garonne
Jean-François Bonnans describes a second IA agent in production: the management of the public order finds in a few seconds information from his monthly watch.
Accounting & finance
Saving hours of seizure in an accounting firm without employees
Didier Montagne, independent accountant at Perignac-sur-Allier, without an employee, says that Cegid Loop saves him hours of seizure, while customers "want for their money".
Customer support
Find the customer info in Notion, Drive and Slack to answer customer-care queries at Pennylane
Eléonore Motte, project manager customer experience at Pennylane, has created specialized Dust agents by source (Notion, Google Drive, Slack): the care team reformulates the client's question, presses the answer, and closes faster than without Dust — especially new ones.
Productivity
Review large documents on an agent's cloud computer
To entrust an agent with a major documentary rereading work, on his own cloud machine, so that he advances in time without losing the thread.
Creation
Design an iOS app template from a prompt
Connect a code agent to a design tool (here Paper, via MCP), then ask it to place an iOS mockup (a stock-trading app) directly on the canvas.
Everyday
Identify and correct duplicate voice routines
Ask a vocal assistant to review existing routines, identify those who do the same, and propose a household.
Dev
Migrate more than 200 sketches to GitHub, tidy and versioned
An agent retrieved public sketches, classified them into versioned folders, with commit messages and README, and then sent them to GitHub.
Money
Compare shopping options before placing an order
An user had his agent compare the five models he had spotted on a merchant site, in a table; Instead of two hours of search, the order was placed in ten minutes.
Learning
Teaching a subject by drawing on a shared table
An agent connected to a canvas (here Askaboard, linked by MCP) draws, explains and poses exercises, to make understand a topic step by step.
Productivity
Rotate persistent local staff for recurrent work
Instead of reviving the same speed, let local staff take on the tasks that come back, until they have almost no more to intervene.
Dev
Recast a landing page and deliver it from a GitHub link
Start from a repository, produce a neat model, and then implement the page to a result ready to put online.
Money
Negotiate a loyalty rebate on an invoice, including by telephone
A voice agent can call a provider, cross menus, wait online and negotiate a discount, stopping if you need a validation code.
Money
Preparing the elements of a declaration from a file of documents
Point an agent to a file (reviewed, invoiced, exported) so that he can classify the information useful for a statement, then make it read by a human.
Money
Transforming receipts and banking flows into expenditure synthesis
Build a summary of expenditures and an useful basis for monitoring or accounting based on transferred receipts and transaction history.
Rights
Challenge refusal of compensation EU261 for delayed or cancelled flight
An agent checked the flight data, argued that the motive was not an extraordinary circumstance, and prepared the e-mail — a particularly useful case in Europe.
Money
Quit multiple streaming subscriptions with an agent
Ask an agent to browse the cancellation pages one after the other, after having logged in, knowing that some sites block the agent.
Money
Identify unclaimed money and prepare the application
An agent sought unclaimed funds on behalf of an user and helped prepare the formalities before the user filed the formal application himself. To be adapted in France to existing official arrangements.
Money
Sort bank statements by beneficiary for taxes
From downloaded monthly statements to tables per recipient, to see more clearly when collecting the pieces.
Rights
Draft a clear remedy against a parking fine
Use an agent to put the facts, gather arguments and write a readable remedy, which is read again before sending it.
Money
Compare auto insurance and find a more advantageous offer
Search the market (comparable guarantees, deductibles, exclusions) to see if more interesting auto insurance really exists.
Money
Find subscriptions in emails, terminate them and request a refund
An agent searched two accounts for years of e-mail, connected to services, made calls and sent e-mails: the two subscriptions that the user could not terminate were cancelled and refunded.
Sales
Follow up on a quote that got no reply, without being pushy
A typical case for a TPE or an independent in France: restarting a prospect after a quote, with a short, clear message, and a real question to move forward.
Sales
Follow up an unpaid invoice with firmness and courtesy
Prepare an overdue-invoice reminder adapted to the stage (first, second, last before formal reminder), in plain English, without unnecessary threats.
Sales
Write a clear quote that a non-technical client can read
Turn a somewhat blurred brief into a structured estimate: services, perimeter limit, deadlines, conditions, to avoid misunderstandings.
Sales
Respond to Google reviews, positive or negative, without putting yourself in danger
Write a measured public response, useful for future customers, adapted to law and practice in France.
Sales
Prepare a customer call in 10 minutes, with the right questions
Make a call frame: objective, questions, possible objections, next step, not to improvise on the phone.
Productivity
Transforming a blurred brief into usable specifications
Switching from a "I'd need something that does this" to a scoping note: goals, perimeter, off-perimeter, recipe criteria.
Accounting & finance
Preparing for the transition to electronic billing in a TPE
Inventory its invoicing flows, tools and questions to be asked of its accountant prior to the obligation of electronic invoicing between companies.
Legal
Create a first register of RGPD treatments for a small business
List clients, prospects, employees, suppliers: an assistant helps transform what is already being done into a register of legible processing, to be completed with the tools of the CNIL.
Legal
Review its terms and conditions of sale and find out what is missing
Putting your GTCs through a checklist: expected mentions, blurred clauses, contradictions with your website or quotes.
HR
Write a clear and non-discriminatory job description and recruitment announcement
Moving from "we're looking for someone motivated" to a specific job description and an ad that makes you want, without discriminatory criteria.
HR
Prepare an annual or professional interview, manager side
Gather facts, successes and improvements, then build a balanced interview framework with measurable objectives.
HR
Organize the arrival of a new employee: checklist and first month
A welcome checklist and a program for the first four weeks, so that a TPE recruit does not spend his first day waiting for a computer.
Customer support
Respond to a customer complaint via e-mail without inflaming the situation
To defuse a dissatisfied client: to recognize the problem, to expose the facts, to propose a precise solution, in a French pose.
Customer support
Build a FAQ from the questions clients really ask
Analyze e-mails received to obtain recurring questions, write clear answers and ease customer service.
Marketing
Build a month of LinkedIn publications from his real job
A 4-week editorial calendar nourished by your projects, clients and convictions, rather than generic posts written by a machine.
Marketing
Write a monthly newsletter useful to its customers
A short letter that really informs (new news, season advice, practical reminder) rather than a promotional brochure.
Marketing
Completing and improving your Google business card
Description, categories, services, frequent questions: Reread your card with an assistant to answer what local customers are looking for.
Marketing
Write accurate e-commerce product sheets from supplier data
Turn a supplier data sheet into a legible product data sheet: benefits, features, maintenance, frequent questions, without copying the manufacturer's text.
Rights
Contesting bank charges and requesting reimbursement
To collect the fees collected, to understand their reasons on the bank's tariff plate and to prepare a reasoned refund application.
Rights
Get a solution for a lost, damaged or non-compliant package
Gather the evidence, write to the seller (and not only to the carrier), then prepare the next steps if nothing moves.
Rights
Claim return of security deposit after removal
Compare entry and exit records, encrypt what is questionable and write to the landlord in a factual way.
Everyday
Understanding administrative mail and knowing what to do
Taxes, USSRAF, CAF, pension fund: reformulate a simple French mail, with deadlines and actions to be taken.
Rights
Update on the aid that could be granted
Describe his situation, identify possible aids and go through the official simulators rather than guess.
Health
Prepare a medical appointment to remember nothing
Organize symptoms, treatments and questions prior to a consultation, without requiring an AI diagnosis.
Everyday
Do not forget anything in the administrative procedures of a move
A checklist dated: change of address, energy and internet contracts, insurance, school, bank, grey card.
Everyday
Plan the meals of the week and generate the shopping list
Simple menus adapted to the home, budget and season, with a list of races arranged by radius and little waste.
Accounting & finance
Build a 13-week cash plan for its TPE
Receipts, disbursements, tax and social deadlines: a simple table to see the tense weeks coming.
Productivity
Turn meeting notes into minutes and action plans
From notes in bulk or from a transcript to a short report: decisions, actions, managers, deadlines.
Productivity
Sort weekly his mailbox with an assistant
Every Friday, file pending e-mails: to be processed, to be delegated, to be archived, with draft answers for the simplest.
Dev
Make a pull request by an agent before the human review
A first automated passage to identify probable bugs, missing tests and safety risks, so that the human review focuses on the essentials.
Dev
Write characterization tests before refactoring an old code
Before touching an old module, have an agent write tests that freeze his current behavior, to refactor without breaking.
Dev
Write the README and the installation documentation of a project
Read the repository by an agent to produce a reliable README: what the project is for, how to install, launch, test it.
Admin
Prepare an association grant application file
Structure the project, budget and indicators based on the terms of reference of the funder and the actual data of the association.
Admin
Draft minutes of a general assembly of associations
From the sitting notes, produce a structured record: quorum, agenda, debates, votes and resolutions.
Career
Write a tailor-made cover letter from the offer and its true course
A short letter linking three needs of the offer to three proofs of your experience, rather than a generic text.
Career
Prepare a hiring interview with a simulated recruiter
Probable questions, structured answers based on your examples and real-life training, one question at a time.
Learning
Build a realistic revision schedule for the patent or bin
A day-to-day schedule that starts with exam dates, weak points and actual time available, with workouts.
Learning
Practice a foreign language in conversation with loving correction
A patient conversation partner who adapts to the level, takes back useful mistakes and makes the vocabulary reuse.
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