Knowledge Graph: Connect the Dots
Understand relationships between concepts for more intelligent responses.
The Isolated Knowledge Problem
❌ Without Knowledge Graph:
- • Can't follow relationships
- • Misses implicit connections
- • Treats documents as isolated
- • Fails multi-hop questions
✓ With Knowledge Graph:
- • Traverses entity relationships
- • Discovers hidden connections
- • Understands your domain
- • Answers complex questions
How Knowledge Graph Works
Automatically build and leverage a web of knowledge
Entity Extraction
Automatically identify people, companies, products, concepts, and their attributes from your documents.
Relationship Mapping
Discover and store how entities relate to each other - manages, owns, depends on, created by, etc.
Graph-Enhanced Retrieval
Follow relationships to find relevant context that keyword or vector search would miss.
Visual Graph Explorer
Visualize your knowledge graph to understand document relationships at a glance.
Graph-Powered Answers
Questions that require following relationships
"Who are the key stakeholders for Project Alpha?"
Graph traversal finds: Project Alpha → managed by → Sarah (PM) → reports to → Mike (VP) → approved by → Board
Returns complete stakeholder hierarchy with roles, even from documents that never mention them together.
"What products depend on the Payment API?"
Graph follows: Payment API ← depends on ← [Checkout, Subscriptions, Invoicing, Mobile App]
Identifies all 4 dependent products, their integration docs, and potential impact of API changes.
"Show me everything related to GDPR compliance"
Graph expands: GDPR → relates to → [Privacy Policy, Data Retention, User Rights, DPA Templates, Audit Logs]
Comprehensive view of all compliance-related documents and their interconnections.
Perfect For
Enterprise Knowledge
Map relationships across departments, projects, and people.
Technical Documentation
Understand dependencies between systems, APIs, and services.
Legal & Compliance
Track relationships between regulations, policies, and procedures.
Research & Analysis
Discover hidden connections in research papers and reports.
Knowledge Graph Capabilities
Knowledge graphs are our unique advantage
| Feature | RAG Engine | Neo4j | Pinecone | Weaviate |
|---|---|---|---|---|
| Automatic entity extraction | ✓ | ✗ | ✗ | ✗ |
| Relationship inference | ✓ | ✗ | ✗ | ✗ |
| Graph + Vector hybrid | ✓ | ✗ | ✗ | ✗ |
| No schema required | ✓ | ✗ | ✓ | ✓ |
| Built-in visualization | ✓ | ✓ | ✗ | ✗ |
Works Great With
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