GraphRAG extends traditional retrieval-augmented generation (RAG) systems by traversing knowledge graph relationships to gather connected context, whereas traditional RAG systems retrieve text chunks based on semantic similarity.

Authors

• Person: Not available Organization: Atlan
  Combining Knowledge Graphs With LLMs | Complete Guide - Atlan

Sources

• Combining Knowledge Graphs With LLMs | Complete Guide - Atlan atlan.com Atlan via serper
• Knowledge Graphs vs RAG: When to Use Each for AI in 2026 - Atlan atlan.com Atlan via serper

Referenced by nodes (3)

• Knowledge Graph concept
• Retrieval-Augmented Generation (RAG) concept
• RAG concept