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.
The seizure, the re-launching of parts, the dossiers to be completed: this is where the testimonies of TPE France report the most clear time savings, from the coverr who transforms an e-mail order into a purchase order to the TPE of consulting retired who entrusts to agents the extraction of parts and the re-launching customers.
The common point of the projects that work: a process described before being automated, blocking controls, and a trace of what the agent did. There are also practical cases for associations (subsidy, general assembly). Accounting and finance, health and public services have their own themes.
A retired consulting TPE has built a multi-agent system that extracts data from documents, feeds the CRM, tracks missing parts, and revives customers.
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.
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.
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.
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.
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.
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.
Vincent Briand, director of an ERA real estate agency, uses ChatGPT to prepare sales records, help with property writing and document analysis.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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."
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.
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.
TotalEnergies deployed MARGE, an agent that analyzes and ranks maintenance response reports, a task previously done by hand.
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.
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.
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.
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.
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".
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.
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.
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%.
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.
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.
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.
Structure the project, budget and indicators based on the terms of reference of the funder and the actual data of the association.
From the sitting notes, produce a structured record: quorum, agenda, debates, votes and resolutions.