Editing AIDAVA Competitive Analysis (section)

=== AI/NLP Layer ===

'''[[Cogstack]]''' (UK, founded 2014, open-source)
* '''Verified:''' Open-source NLP platform for extracting structured data from unstructured NHS clinical text. Developed at UCL and Guy's and St Thomas' NHS Foundation Trust.
* '''What it does NOT do:''' Does not create knowledge graphs. Does not FAIRify. Does not provide patient interaction. NHS-specific deployment.
* '''Source:''' cogstack.org, Nature Digital Medicine (clinical NLP survey)

'''[[Healx]]''' (UK, founded 2014, $47M+ raised)
* '''Verified:''' Uses knowledge graphs and AI for rare disease drug repurposing. $47M raised. Published academic research on knowledge graph approaches.
* '''What it does NOT do:''' Knowledge graphs are for drug discovery, not patient record curation. Does not handle patient data, does not do FAIRification, no patient interaction.
* '''Source:''' TechCrunch ($47M round)

'''[[Qantev]]''' (France, founded 2019, €30M raised 2025)
* '''Verified:''' AI-driven claims platform for health insurers. €30M raised (2025). Uses small AI models that outperform LLMs for health data processing.
* '''What it does NOT do:''' Focused on insurance claims processing, not patient record curation or knowledge graphs.
* '''Source:''' EU-Startups, TechCrunch