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92
Paris, France / New York, USA Unicorn (Series B+)

Federated AI for Oncology & Clinical Trials

Owkin • Led by ["Thomas Clozel","Gilles Wainrib"]

🔒 Confidential
COI SCORE 92 VERIFIED

🔬 The Innovation Core

The Pain Point

Medical data is trapped in hospital silos due to privacy laws (GDPR/HIPAA), preventing AI from learning from diverse patient populations to improve drug discovery.

The Solution

A 'Federated Learning' platform that trains AI models across decentralized hospital servers without data ever leaving the institution. This unlocks massive datasets for oncology discovery and clinical trial optimization (e.g., patient selection).

⚡ Verified Impact

● Validated
CERTIFICATION

Silver Tier

TRL 7/9

📊 Market Traction

Revenue History ($M)

Market Share

🧠 Analyst Verdict: Infrastructure Leader

"Owkin has successfully productized 'Federated Learning' from a research concept to an enterprise standard, validated by equity investments from Sanofi and BMS. Unlike pure drug discovery firms, Owkin's dual model (software licensing + pipeline royalties) offers a diversified risk profile."

✅ Pros

  • ["Data Access Moat: Access to high-quality patient data from top academic hospitals (Institut Curie, MSKCC).","Privacy Architecture: Federated learning allows compliance with strict EU data laws where competitors struggle.","Pharma Validation: Equity backing from Sanofi ($180M) and BMS ($80M) proves strategic value."]

⚠️ Risks

  • ["Complex Sales Cycle: Selling to both hospitals (data providers) and pharma (data buyers) requires balancing opposing incentives.","Pipeline Maturity: Internal drug candidates are still early-stage compared to AI-chem rivals."]

🛠️ Use Cases

Market Maturity

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9

Commercial Grade

Fully audited operational history. Ready for scale.

6

Prototype / Pilot

Functional in relevant environments. High risk, high reward.

Current Maturity Status

TRL Score 7.0 / 9.0
  • check_circle Technology validated in lab (TRL 4)
  • check_circle System prototype demonstration (TRL 7)
  • pending Operational Verification (In Progress)
Transparency

Forensic Evidence Chain

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Technical Diligence

> Architecture Review: PASS
> Security Audit: ISO 27001
> Scalability Test: 10k TPS

Customer Verification

> Client Interview: #8821
> Deployment Status: LIVE
> ROI Confirmed: 18% Savings

Certification Issued

STATUS: VERIFIED verified

Enterprise Action Center

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