Consultation reports written while the doctor listens, address letters prepared as the appointment progresses, medical assistants sourcing open to caregivers of a CHU, assistance in reading the rad to the emergency: most of the cases identified here come from doctors, physiotherapists and health institutions who describe their own use.
These records describe professional practices, under the responsibility of the caregivers who report them. They do not replace a medical opinion: for a question about your health, consult a doctor or pharmacist, and in case of emergency call 15 or 112. Health data are sensitive data within the meaning of RGPD: never paste identifying information about a patient into a public tool.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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."
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. »
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.
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.
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.
The same pneumonologist uses Heidi beyond the standard mail: summaries for multidisciplinary consultation meetings and address letters, including to the ORL.
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).
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.
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.
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.
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.
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.
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.
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.
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.
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.
Patrick Couny, a physiotherapist and president of Kinés des Pays de la Loire, uses Today's AI to write his reviews, structure his reports and create personalized teaching materials for his patients.
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.
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. »
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. »
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."
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. »
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.
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. »
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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".
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. »
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.
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.
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".
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.
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. »
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. »
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.
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.
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.
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. »
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".
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.
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.
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
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".
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.
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.
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.
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".
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.
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.
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.
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. »
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".
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.
Adelaide Robert submits the capture of a blood balance (anonymized) to All explain HDL, LDL, triglycerides, HbA1c. The interpretation of the values diverges, HAS: useful to reformulate, not to diagnose.
Organize symptoms, treatments and questions prior to a consultation, without requiring an AI diagnosis.