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=== What Exists Today === {| class="wikitable" ! Competitor !! Country !! What They Do !! Critical Gap for Stamen |--- | [[PicnicHealth]] || US || Patient-anchored medical records, 10K+ facilities, $60M+ raised || US-only, no knowledge graphs, no FAIRification |--- | [[Better]] || Slovenia || Open-source FHIR platform || No AI curation, no NLP, infrastructure not intelligence |--- | [[InterSystems]] || US/EU || HealthShare in 100+ countries, ~$1B+ revenue || Enterprise infrastructure, no automation, no patient-facing explainability |--- | [[Castor EDC]] || Netherlands || Clinical trial FAIRification, 10K+ studies || Trials only, not hospital data, no NLP |--- | [[Cogstack]] || UK || NHS clinical NLP (open-source) || NHS-specific, no knowledge graphs, no FAIRification |--- | [[Healx]] || UK || Knowledge graphs for drug discovery, $47M+ raised || Drug repurposing, not patient records, no hospital data |--- | [[1upHealth]] || US || FHIR patient platform, $40M raised || Data access layer, no curation, no NLP, no KG |--- | [[Averbis]] || Germany || German clinical NLP || One language, no KG, no hospital integration |--- | [[Qantev]] || France || AI claims processing, β¬30M raised (2025) || Insurance claims, not hospital records, no KG |--- | [[Owkin]] || France || Federated learning, $300M+ raised || Model training, not data curation, no KG |--- | [[LynxCare]] || Belgium || Clinical data platform, real-world evidence || No KG, no NLP, hospital-focused but not PHKG |--- | AIDAVA (research) || EU || Full PHKG pipeline prototype || Research only, ends Aug 2026, no commercial product |}
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