Knowledge Graph
Your Documents Have Connections. Now You Can See Them.
Automatic knowledge graph construction reveals patterns that keyword search will never find.
Vector Search Has a Blind Spot
Great at:
"What does document X say about topic Y?"
Terrible at:
- "What are the main themes across our knowledge base?"
- "How is Person A connected to Project B?"
- "What companies does this vendor work with?"
These are GLOBAL queries. Vector search only does LOCAL queries.
The Solution: GraphRAG
"We Build a Map of Your Knowledge"
Automatic Extraction
Every document processed to extract:
Entities
People, companies, products, concepts
Relationships
works_for, located_in, related_to
Attributes
Descriptions, dates, values
Community Detection
- Entities clustered into meaningful groups
- Each community gets an AI-generated summary
- Hierarchical structure from specific to general
- Enables answering "What are the main themes?"
Intelligent Routing
Questions automatically classified and routed:
Entity-centric search
"What did John say about Project X?"
Community-based search
"What are the main compliance risks?"
Both strategies combined
"How does our security compare to industry standards?"
Questions Only GraphRAG Can Answer
Research
"What are the main themes in this literature?"
Legal
"Show all contracts connected to this vendor"
Sales
"How does this prospect relate to existing customers?"
HR
"What skills appear together in top performers?"
Explore Connections Visually
Our WebGL-powered graph visualization lets you explore your knowledge base interactively.
- Click any entity to see relationships
- Filter by entity type
- Search and highlight paths
- Zoom from overview to detail
See Your Knowledge Graph
Discover the hidden connections in your documents.