Prevellion AI
AI-assistant for doctors in subscription-based preventive medicine
Our mission: reduce physician burnout and elevate prevention to a new level
The Physician Burnout Crisis
Overwhelming Statistics
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.
Rising Expectations
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.
The Patient & System Challenge
Abandoned After Appointments
Patients are left alone with their diagnosis after visits — no clear plan, reminders, or monitoring.
Medical Deserts
Access to doctors in France varies dramatically by region, despite growing physician numbers.
Underfunded Prevention
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.
Our Solution
AI Copilot for Doctors + Subscription Platform for Patients
01
Intelligent Capture
Doctor visits are recorded, transcribed, and transformed into structured notes plus a clear patient plan.
02
AI Assistance
The AI assistant suggests question templates, summarises key risks, and helps format conclusions.
03
Personalised Plans
After visits, patients receive personalised preventive plans: tasks, tests, lifestyle recommendations.
04
Continuous Care
Between appointments, the platform manages patients: reminders, symptom check-ins, triage, alerts to doctors when conditions worsen.
Product Architecture
Consultation Capture
Audio/video/text recording of consultations → transcription → medical summary for doctors.
Clinical Copilot
AI suggests what to clarify, checks data completeness, helps structure conclusions.
Preventive Plan Engine
Based on patient data, clinical recommendations, and risk profile, creates individualised monitoring plans.
Patient Companion
Patients view plans in app/web, receive reminders, automated wellness checks, educational content.
Risk Radar
Doctors see patient dashboard by risk level/contact necessity—who needs to be seen sooner, who to message.
What Makes Us Different
Beyond Documentation
From "AI scribe" to "AI prevention assistant" — not just recording visits but building long-term prevention and monitoring plans.
French by Design
Built for "parcours de soins", accounting for "médecin traitant" roles, adapted to HAS and INCa recommendations.
Subscription Integration
AI embedded in "doctor subscription" product, not just hospital infrastructure.
Social Innovation
Focus on long-term health, not single illness episodes; reducing overall system burden.
Perfect Market Timing
$26-30B
TAM: Global Potential
Global AI in healthcare market, projected to $180-500B+ by 2030-2032 (including clinical workflow, telemedicine, analytics).
$8-12B
SAM: European Addressable
European digital health market ≈ $81B (2024). Our segment (AI clinical workflow + telemedicine + preventive subscriptions) represents roughly 10-15%
$600-700M
SOM: French Starting Market
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).
Competitive Landscape
Common competitor limitation: Focus on documenting specific visits, not long-term patient management. Primary clients are hospitals and large systems, not subscription-model doctors.
Our Positioning
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.
Business Model
B2B SaaS for Doctors & Clinics
  • Per-doctor/seat subscription: fixed rate (e.g., €X/month)
  • Additional modules: patient analytics, DMP/EHR integrations
B2C Patient Subscriptions (via Doctor)
  • Monthly fee for enhanced support: chat, plan, reminders, additional consultations
  • Potential inclusion in corporate medical programmes, insurance (mutuelles)
Pilot Projects & White-Label
  • Integration into existing telemedicine platforms as AI module
  • Custom deployments for healthcare networks
Our Team
Alexander Vinokurov
Founder & CEO
  • Serial entrepreneur and investment banker
  • 10+ years in private medicine and preventive medical services

Core Team We're Building
CTO / Head of Engineering
SaaS/healthtech experience, product architecture and development team building.
Head of AI / ML
Specialist in NLP/LLM, medical data, privacy-by-design.
Medical Director France
Practising French doctor with understanding of HAS, parcours de soins, and telemedicine.
Product Lead / COO
B2B2C product launches, working with clinics and telemedicine platforms in France/EU.
Roadmap
1
0-6 Months
  • POC: AI assistant prototype for 1-2 clinical scenarios (e.g., general practice + gynaecology)
  • Pilots with 3-5 doctors in France (private practice/telemedicine)
  • Legal and regulatory framework (CNIL, DPO, EU hosting)
2
6-18 Months
  • First paid pilots with clinics/platforms
  • Scenario expansion, launch patient companion application
  • Preparation for certification (if required as medical device for specific modules)
3
18-36 Months
  • Scaling across France, approach large networks/insurers
  • Preparation for other EU countries (starting with French-speaking markets)
  • Establish market leadership position
Let's Transform Preventive Medicine Together
Contact
Alexander Vinokurov
Founder & CEO
Prevellion AI