Flatiron Health AI vs Collibra AI

Enterprise licensing to pharmaceutical companies and cancer centres. No public pricing. Subsidiary of Roche.

Enterprise licensing. No public pricing. Annual contracts. Contact for pricing.

Patient health data processed under strict HIPAA BAA and applicable research ethics frameworks. De-identification and IRB protocols govern research dataset access.

Collibra accesses data asset metadata and classification (not row-level data). Governance policies and lineage metadata processed under Collibra's enterprise data handling agreements.

• ✓9 million+ patient oncology database is one of the most comprehensive real-world oncology datasets available for pharmaceutical research
• ✓FDA-accepted real-world evidence from multiple regulatory submissions provides unmatched regulatory validation
• ✓NLP curation of clinical notes extracts structured data inaccessible through structured EHR data alone
• ✓Roche ownership provides stability and pharmaceutical partnership pipeline

• ✓Strongest data governance and policy management capability in the data catalog market
• ✓600+ regulated industry customers including major banks validate at highest compliance requirements
• ✓GDPR, CCPA, and healthcare compliance tooling meets regulatory requirements that modern catalogs don't fully address
• ✓Collibra Protect access governance integrates data access control with catalog and lineage

• ✕Roche ownership creates potential conflict of interest concerns for pharmaceutical competitors as data partners
• ✕Real-world evidence database access requires partnership agreements limiting accessibility
• ✕Clinical note NLP accuracy requires ongoing validation — structured EHR data remains more reliable for some variables

• ✕Enterprise complexity requires significant data governance programme investment and organisational change
• ✕More compliance-focused than discoverability-focused — modern data teams may find it heavier than needed
• ✕Pricing appropriate only for large enterprises with dedicated data governance functions