
The most valuable information in a company is in unstructured documents and in the heads of experts. We surface these assets to Generative Ai. Clarifeye is the first company to make a GenAI-ready knowledge warehouse. Technically, it's a novel application of GraphRAG. Novel because the subject matter expert participates in the process of the knowledge structuring by interacting with documents. The result is a ready-to-use MCP server that recalls exactly the right information (Chunks, Blocks, SME codified knowledge) to answer accurately. In the end, teams build more and more accurate GenAI use cases at a fraction of the cost of doing all of this work from scratch. Clarifeye is the GenAI-ready knowledge warehouse that transforms unstructured content — documents, diagrams, transcripts — and domain know-how into structured, reusable, and expert-vetted data assets. Built for enterprise teams, our platform empowers coders, subject-matter experts, and AI agents to collaboratively build, test, and improve LLM-powered workflows on proprietary unstructured data in a shared, versioned environment. Clarifeye connects LLMs and experts in a continuous feedback loop — where structured outputs are reviewed, corrected, and validated by domain experts. This process transforms LLMs’ probabilistic outputs into reliable, context-specific logic — while capturing expert insights as structured, traceable knowledge that becomes the foundation for scalable, collective intelligence.

The most valuable information in a company is in unstructured documents and in the heads of experts. We surface these assets to Generative Ai. Clarifeye is the first company to make a GenAI-ready knowledge warehouse. Technically, it's a novel application of GraphRAG. Novel because the subject matter expert participates in the process of the knowledge structuring by interacting with documents. The result is a ready-to-use MCP server that recalls exactly the right information (Chunks, Blocks, SME codified knowledge) to answer accurately. In the end, teams build more and more accurate GenAI use cases at a fraction of the cost of doing all of this work from scratch. Clarifeye is the GenAI-ready knowledge warehouse that transforms unstructured content — documents, diagrams, transcripts — and domain know-how into structured, reusable, and expert-vetted data assets. Built for enterprise teams, our platform empowers coders, subject-matter experts, and AI agents to collaboratively build, test, and improve LLM-powered workflows on proprietary unstructured data in a shared, versioned environment. Clarifeye connects LLMs and experts in a continuous feedback loop — where structured outputs are reviewed, corrected, and validated by domain experts. This process transforms LLMs’ probabilistic outputs into reliable, context-specific logic — while capturing expert insights as structured, traceable knowledge that becomes the foundation for scalable, collective intelligence.
What they do: GenAI-ready knowledge warehouse to turn unstructured content and expert know-how into governed, auditable AI copilots
Founded: 2025
Stage / Funding: Seed; reported €4M round led by EQT Ventures
Tech / Product focus: White-box reasoning, versioned knowledge graph, expert-in-the-loop validation, enterprise deployment
Enterprise knowledge management and governance for LLM-powered applications; converting unstructured content and expert tacit knowledge into reliable, production-ready reasoning assets.
2025
Data and Analytics
€4,000,000
Round included Drysdale Ventures, Station F, and strategic angel backers such as Olivier Pomel and Jean-Luc Robert.
3,662,759
Funding amount listed in USD on company snapshot metadata.
“Includes VC lead (EQT Ventures) and strategic angels”