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Knowledge Graph

Your Documents Have Connections. Now You Can See Them.

Automatic knowledge graph construction reveals patterns that keyword search will never find.

THE PROBLEM

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

The Solution: GraphRAG

"We Build a Map of Your Knowledge"

Automatic Extraction

Every document is automatically analyzed during ingestion to extract:

Entities

People, companies, products, concepts

Relationships

works_for, located_in, related_to

Attributes

Descriptions, dates, values

See It In Action

For example, when "John" is mentioned in meeting notes, Courdx automatically connects that to "John Smith" in the org chart, his projects, his team, and any documents he authored — even if they never explicitly reference each other. No manual tagging, no folder structures, no metadata setup. The graph builds itself as your documents are ingested.

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:

LOCAL

Entity-centric search

"What did John say about Project X?"

GLOBAL

Community-based search

"What are the main compliance risks?"

HYBRID

Both strategies combined

"How does our security compare to industry standards?"

USE CASES

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?"

VISUAL EXPLORER

Explore Connections Visually

Our WebGL-powered graph visualization lets you explore your knowledge base interactively.

app.courdx.com/knowledge-graph
Courdx Knowledge Graph Explorer with entity type filtering, search, and interactive relationship mapping

Live knowledge graph from enterprise deployment — entities and relationships extracted automatically

  • 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.