
Owkin
Accelerating drug discovery and precision medicine through federated learning and multi-modal AI.

Unifying life sciences data into an actionable knowledge graph for accelerated drug discovery.
The Euretos AI Platform is a sophisticated computational biology ecosystem designed for pharmaceutical and biotech researchers. At its core, it leverages one of the world's largest integrated Knowledge Graphs (KG), semantically linking over 200 public and proprietary data sources including PubMed, Ensembl, UniProt, and clinical trial registries. The platform’s architecture utilizes high-dimensional vector embeddings and semantic reasoning to identify non-obvious relationships between genes, diseases, drugs, and phenotypes. In the 2026 market, Euretos positions itself as a 'Human-in-the-loop' AI system, prioritizing transparency through direct evidence traceability—where every AI-generated hypothesis is backed by specific literature citations or experimental data points. This mitigates the 'black box' risk inherent in standard LLMs. Technically, the platform supports multi-omics data integration, allowing researchers to overlay their proprietary lab results onto the global knowledge graph to identify novel targets, validate biomarkers, or predict drug repurposing opportunities with high statistical confidence.
The Euretos AI Platform is a sophisticated computational biology ecosystem designed for pharmaceutical and biotech researchers.
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Accelerating drug discovery and precision medicine through federated learning and multi-modal AI.

Pioneering hypothesis-free drug discovery through the Interrogative Biology® platform and Causal AI.

Systematic drug target identification and prioritization through large-scale genomic and clinical data integration.

Accelerate drug discovery workflows with AI-driven evidence synthesis and biological insight.

Turn overwhelming content into structured, actionable intelligence with AI-driven semantic streaming.
Foundational Data Layer for the AI Era