Hybrid search
Vector and full-text search are combined with reciprocal rank fusion. Optional cross-encoder reranking prioritizes the most relevant passages.
The product
Hybrid retrieval, grounded answers with citations, permission-true retrieval ACLs and a read-only MCP server – in one controllable knowledge layer.
From document to reliable answer
Every processing step is built for control.
Grounded answers
Answers contain resolvable chunk-level citations. Every statement can be traced back to its source.
Source · Quality management / Process 8.4
Permission-true
Source ACLs are synced along and enforced inside the SQL at retrieval time.
Partitions
Knowledge spaces per department or project with their own extractors and access grants.
GDPR tooling
Export, deletion, retention periods and optional query logging.
Output paths
One knowledge base. Multiple secure entry points.
The same permission-true index serves AI assistants and your own applications.
- Read-only MCP server for ChatGPT, Claude and development tools
- REST API for search, fetch and answer
- Generated TypeScript client
- Separate knowledge spaces for teams, projects and business units
DOCDocument sources
ACLSource permissions
Knowledgeworker ConnectHybrid Retrieval
ACL Filter · Citations
ACL Filter · Citations
MCPAI clients
APIYour apps
Next stepConnect one source.
Connect one source.
Check the first answer.
Start free with one connector and 1,000 queries per month.