AI USE CASES YOU CAN REUSE.English edition · Individuals, independents, small businesses
INDUSTRY · 48 SPOTTED CASES

HR: hiring, onboarding, internal questions

All cases of the HR theme appear here, as well as those whose narrative describes a recruitment, onboarding, job form or assistant for employees of a Human Resources Directorate.

A job coach for an individual candidate falls under the Career theme: it comes here only if it is a recruitment tool or a company.

This selection has 48 spotted cases. 47 concern an organisation in France or the French-speaking world. Proof levels: 33 « Testimony published by an identified source » and 15 « Statement by the tool’s publisher ». Most cited tools: generative AI (8), Dust (6) and ChatGPT (5).

IN THE DIRECTORY

Recurring caveats

  • 24 cards out of 48 mention verification of figures, sources or extracts.
  • 13 cards out of 48 mention human rereading or validation.
  • 11 cards out of 48 mention personal data, a trade secret or the.
  • 8 cards out of 48 mention a legal, tax or compliance framework.

Count taken from the “vigilance” field of the cards on this page, without rephrasing the caveats.

WITH THEIR SOURCE

48 spotted cases

  • Find the right profiles in your CRM from a customer briefTestimony published by an identified source · Customized IA · Source checked on 10 November 2026

    A transition management firm plugged a d

  • Give managers an AI mentor to apply their training on a daily basisTestimony published by an identified source · Assistant conversationnel · Source checked on 10 November 2026

    A consulting and training firm has designed an assistant to help managers, after the training, turn a concrete situation into an action plan.

  • Answer HR questions with a 20-year-old expert chatbotTestimony published by an identified source · Mistral · Source checked on 10 November 2026

    A firm specialized in occupational health, safety and quality of life has built a chatbot that responds to HRDs from its own database.

  • Preserving the know-how of a workshop before retirementTestimony published by an identified source · Application IA · Source checked on 10 November 2026

    Close to Saint-Chamond, an elastic textile manufacturer uses an application with AI to transmit the know-how of experienced employees close to retirement.

  • Summarize the career path, profile and interests of a jobseeker for the agent France TravailStatement by the tool’s publisher · LLM Mistral (France Travail) · Source checked on 10 November 2026

    France Travail states that its agents rely on LLM Mistral to access the data of job seekers and summarize their background, profile and interests.

  • Write a job sheet, compare a CV and prepare interview questionsStatement by the tool’s publisher · Microsoft 365 Copilot · Source checked on 10 November 2026

    La Poste HR, among the largest users of Copilot, is used for job descriptions (internal reference), CV analysis and interview questions.

  • Create an HR Assistant capable of responding to internal policies across the countryTestimony published by an identified source · Dust · Source checked on 10 November 2026

    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.

  • Create Dust agents to produce and track the SEO of five recruitment brandsStatement by the tool’s publisher · Dust · Source checked on 10 November 2026

    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.

  • Create a Dust Officer to write job descriptions and prepare business proposalsStatement by the tool’s publisher · Dust · Source checked on 10 November 2026

    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.

  • Generate HR content and communication by an AI Copilot assistantStatement by the tool’s publisher · Microsoft 365 Copilot · Source checked on 10 November 2026

    At Nhood, HR, finance and communication teams were among the top 30 beta-testers in Copilot for content generation, document generation and reporting.

  • Helping to write job descriptions, source and pre-qualify, without ever deciding whether to hire people Testimony published by an identified source · IA (unappointed) · Source checked on 10 November 2026

    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.

  • Make every morning a n8n workflow that reads jobs boards and sends a digest of leads, with Claude Statement by the tool’s publisher · n8n / Claude · Source checked on 10 November 2026

    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.

  • Have LinkedIn posts, articles and newsletter written to the voice of the leader, with an agent n8n and a human review Statement by the tool’s publisher · n8n / Claude · Source checked on 10 November 2026

    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

  • Reread job cards, generate interview questions and compare practical cases of candidatesTestimony published by an identified source · generative AI (unspecified) · Source checked on 10 November 2026

    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.

  • Use AI assistants at all stages of recruitment, without ever letting the machine decideTestimony published by an identified source · Assistants IA (not specified) · Source checked on 10 November 2026

    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.

  • Put in each manager's pocket an AI HR assistant: return from leave, long stop, preparation of interviews Testimony published by an identified source · AI internal models (Alan) · Source checked on 10 November 2026

    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.

  • Write offers, approach messages and recruitment scorescards at SfeirTestimony published by an identified source · generative AI (unspecified) · Source checked on 10 November 2026

    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.

  • Answer HR questions (free, fresh) via internalTestimony published by an identified source · Jean-Cloud (chatbot interne / RAG) · Source checked on 10 November 2026

    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.

  • Answer questions about leave and local politics via AskHR at MantuTestimony published by an identified source · AskHR (mantu internal model) · Source checked on 10 November 2026

    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.

  • Answer HR questions in Teams with Agent Rairesresponse in France TélévisionsStatement by the tool’s publisher · Raiponse (Witivio / Teams) · Source checked on 10 November 2026

    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.

  • Answer the HR questions of employees (leaves, maternity, paternity) with a chatbot Llama at Auchan Testimony published by an identified source · Llama (in house) · Source checked on 10 November 2026

    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.

  • Make available to all employees a top level HR chatbot at France Télévision Wow!Testimony published by an identified source · Chatbot RH interne / Copilot · Source checked on 10 November 2026

    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 initiation reflexes.

  • Answer first level HR questions (leaves, telework, training) on the intranet in Rueil-MalmaisonTestimony published by an identified source · HR conversational agent (generative AI) · Source checked on 10 November 2026

    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.

  • Answer HR questions (leaves, convention, procedures) via an intelligent wiki at NatranStatement by the tool’s publisher · Agent conversationnel RH / Azure OpenAI · Source checked on 10 November 2026

    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.

  • Answer leave and RTT questions with AskHR at DailymotionTestimony published by an identified source · AskHR (Dust) · Source checked on 10 November 2026

    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.

  • Synthesize recruitment interviews with Briefly at Derichebourg InterimStatement by the tool’s publisher · Briefly (assistant interne) · Source checked on 10 November 2026

    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.

  • Read 26 500 recruitment conversations onTestimony published by an identified source · Chatbot career site (AXA France) · Source checked on 10 November 2026

    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.

  • Propose a natural language training plan with Hector at ShowroomprivatTestimony published by an identified source · Hector (Showroomprivate) · Source checked on 10 November 2026

    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.

  • Answer HR questions about Slack with a Dust assistant at Alan'sTestimony published by an identified source · Dust · Source checked on 10 November 2026

    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.

  • Prepare a team interview with an AI agent at MiraklTestimony published by an identified source · generative AI · Source checked on 10 November 2026

    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".

  • Automate operational HR tasks with Claude, consultant at BiarritzTestimony published by an identified source · Claude · Source checked on 10 November 2026

    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."

  • Structure the action plan of the annual interviews with ChatGPT, at PeaksysTestimony published by an identified source · ChatGPT · Source checked on 10 November 2026

    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.

  • Write a job ad in seconds rather than in 10-15 minutes, at ActualTestimony published by an identified source · generative AI · Source checked on 10 November 2026

    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.

  • Train new entrants of financial services faster with a chatbot on proceduresTestimony published by an identified source · Prisme.ai · Source checked on 10 November 2026

    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.

  • Write HR letters with ChatGPT and check labour law with legal AITestimony published by an identified source · ChatGPT · Source checked on 10 November 2026

    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.

  • Automate administrative recruitment to integration and answer HR questionsStatement by the tool’s publisher · Dust · Source checked on 10 November 2026

    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.

  • Pre-qualify acting candidates by conversation with a recruitment assistantStatement by the tool’s publisher · Mistral · Source checked on 10 November 2026

    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.

  • Accompanying employees in a transition to AI rather than replacing themTestimony published by an identified source · Moshi (Qonto) · Source checked on 10 November 2026

    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.

  • Entrusting the integration of new consultants and staff to agentsStatement by the tool’s publisher · Gemini Enterprise · Source checked on 10 November 2026

    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.

  • Recruiters preparing announcements, outreach messages and interview questions with CopilotStatement by the tool’s publisher · Microsoft 365 Copilot · Source checked on 10 November 2026

    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.

  • Have IA officers sort CVs and prepare candidate filesTestimony published by an identified source · Agents IA · Source checked on 10 November 2026

    Neonitium, an engineering company, built during the AI Boost "(A) Camp Agents of the CCI Paris Île-de-France agents who source, sortes and prepares the applications, the decision remaining human.

  • A hairdressing salon has blog, post ideas and post cards written by ChatGPTTestimony published by an identified source · ChatGPT · Source checked on 10 November 2026

    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.

  • Absorbing the peak questions of teacher deployments with an online assistantStatement by the tool’s publisher · Wikit Semantics · Source checked on 10 November 2026

    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.

  • Synthesize a file and organize team planning at a HRDTestimony published by an identified source · Dinootoo · Source checked on 11 November 2026

    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.

  • Analyze the verbatims of a satisfaction survey in a HRDTestimony published by an identified source · Copilot · Source checked on 11 November 2026

    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.

  • Check a Syntec labour law interpretation in an HRRTestimony published by an identified source · CloudStation · Source checked on 11 November 2026

    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.

  • Propose career development from a LinkedIn profile at OrangeTestimony published by an identified source · My Skills · Source checked on 11 November 2026

    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.

  • Cross-checking the PMSS with an agent pays, at an HRRTestimony published by an identified source · CloudStation · Source checked on 11 November 2026

    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.