| description | Explore entity relationships and enhance search with knowledge graph features. |
|---|
The Knowledge Graph automatically extracts entities and relationships from your documents, creating a connected web of knowledge that goes beyond keyword search.
When you upload documents, the system doesn't just chunk and embed them — it also extracts:
- Entities — people, concepts, technologies, processes mentioned in your documents
- Relationships — how entities connect (references, depends on, implements, etc.)
- Context — the surrounding information that gives relationships meaning
This creates a graph structure that agents can traverse to find connections that vector search alone would miss.
Go to Knowledge Bases → Knowledge Graph to:
- Search entities — find specific concepts with full-text search
- View entity details — see all relationships and source documents for an entity
- Explore connections — navigate from entity to entity, following relationships
- Visualise — see a graph visualisation of entities and their connections
- Find paths — discover how two concepts are connected through intermediate entities
When an agent searches your knowledge base, the Knowledge Graph enriches results:
- Vector search finds the most relevant document chunks
- Graph traversal discovers related entities and their connected documents
- Combined results give the agent both directly relevant and contextually related information
This means agents can answer questions that require connecting information across multiple documents — something pure vector search struggles with.
The system automatically categorises extracted entities:
- Technologies and tools
- People and organisations
- Processes and workflows
- Concepts and terms
- APIs and endpoints
- Data structures
Filter by type when browsing to focus on specific categories.
- Rebuild — trigger a full re-extraction from all documents
- Import — import entity data from external sources
- Statistics — view entity counts, relationship counts, and graph density
- Snapshots — the system takes daily snapshots and computes diffs so you can track how your knowledge graph evolves
Entity visibility respects team access settings. If a document is restricted to certain team members, its extracted entities are only visible to those members.
{% hint style="info" %} The Knowledge Graph builds automatically as you upload documents. No manual configuration needed — but you can trigger a rebuild if you want to re-extract entities after updating the extraction model. {% endhint %}