
Our mission: reduce physician burnout and elevate prevention to a new level
Up to 48% of French general practitioners experience signs of emotional burnout. Doctors spend minimal time with patients, then hours on paperwork and reports.
The system is designed for acute cases and chronic exacerbations, not for continuous monitoring and prevention.
Patient expectations are growing: online access, explanations, follow-up care. Yet doctors simply lack the resources to meet these demands.
The gap between what patients need and what doctors can deliver continues to widen.
Patients are left alone with their diagnosis after visits — no clear plan, reminders, or monitoring.
Access to doctors in France varies dramatically by region, despite growing physician numbers.
Prevention and early diagnosis remain underfunded, though chronic diseases drive healthcare costs.
Telemedicine has grown but is primarily used for one-off consultations rather than long-term patient management.
Doctor visits are recorded, transcribed, and transformed into structured notes plus a clear patient plan.
The AI assistant suggests question templates, summarises key risks, and helps format conclusions.
After visits, patients receive personalised preventive plans: tasks, tests, lifestyle recommendations.
Between appointments, the platform manages patients: reminders, symptom check-ins, triage, alerts to doctors when conditions worsen.
Audio/video/text recording of consultations → transcription → medical summary for doctors.
AI suggests what to clarify, checks data completeness, helps structure conclusions.
Based on patient data, clinical recommendations, and risk profile, creates individualised monitoring plans.
Patients view plans in app/web, receive reminders, automated wellness checks, educational content.
Doctors see patient dashboard by risk level/contact necessity—who needs to be seen sooner, who to message.
From "AI scribe" to "AI prevention assistant" — not just recording visits but building long-term prevention and monitoring plans.
Built for "parcours de soins", accounting for "médecin traitant" roles, adapted to HAS and INCa recommendations.
AI embedded in "doctor subscription" product, not just hospital infrastructure.
Focus on long-term health, not single illness episodes; reducing overall system burden.
Global AI in healthcare market, projected to $180-500B+ by 2030-2032 (including clinical workflow, telemedicine, analytics).
European digital health market ≈ $81B (2024). Our segment (AI clinical workflow + telemedicine + preventive subscriptions) represents roughly 10-15%
French telemedicine + digital health ≈ $13.5B. Targeting private doctors and small clinics + telemedicine platforms: ~5% of telemedicine market. 5-year goal: capture 1-2% of this segment by revenue ($6-15M ARR).
Common competitor limitation: Focus on documenting specific visits, not long-term patient management. Primary clients are hospitals and large systems, not subscription-model doctors.
Documentation → Prevention
Competitors: "We'll save you time writing notes."
Us: "We'll help you manage your patient panel, improving prevention and quality of life."
Hospital → Subscription
Competitors: Designed for hospitals and large EHRs.
Us: "AI core for B2C doctor subscription" — B2B2C SaaS accessible to small practices.
Global → France-First
Competitors: Global with light localisation.
Us: France-first design: parcours de soins, HAS guidelines, French UX, then EU scaling.

SaaS/healthtech experience, product architecture and development team building.
Specialist in NLP/LLM, medical data, privacy-by-design.
Practising French doctor with understanding of HAS, parcours de soins, and telemedicine.
B2B2C product launches, working with clinics and telemedicine platforms in France/EU.
Alexander Vinokurov
Founder & CEO
Prevellion AI
AI-assistant for doctors in subscription-based preventive medicine