THE MEDIA FOR AI THAT ACTUALLY HELPS.English edition · Understand & take action
THEME · 39 CASES

Admin: less typing, more control

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.

WITH THEIR SOURCE

Spotted (37)

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.

Tool: n8nType: Spotted
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.

Tool: IA general (Nexity, AWS Bedrock)Type: Spotted
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.

Tool: Azure Document Intelligence and AI VisionType: Spotted
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.

Tool: Agent IA, TMS (Transport Lachaud)Type: Spotted
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.

Tool: IA general (reading classification documents)Type: Spotted
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.

Tool: ClaudeType: Spotted
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.

Tool: Agent n8n + Mistral (Gingerminds)Type: Spotted
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.

Tool: GenIA-L (Lefebvre Dalloz)Type: Spotted
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.

Tool: Agent n8n + Mistral (FlowMinds)Type: Spotted
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.

Tool: n8n + Mistral/VoxtralType: Spotted
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."

Tool: ClaudeType: Spotted
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.

Tool: GPT 4.5 (partie graphique) / IA interneType: Spotted
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%.

Tool: Choco IAType: Spotted
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.

Tool: Vision Models / LAD (CNP Datalab)Type: Spotted
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.

Tool: ChocoType: Spotted
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.

Tool: n8n + ChatGPT / Claude / GeminiType: Spotted
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Practical cases (2)

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.

Tool: Type: Practical case