For folks thinking about how the market is using knowledge graphs, we just wrote a fairly extensive breakdown of how knowledge graphs play a role in RAG systems.
We cover:
• Where Knowledge Graphs play a role in the Advanced RAG tech-stack
• Public companies using knowledge graphs as part of their GenAI strategy
• Why Knowledge Graphs help companies strategically create their contextual source of record
• The scenarios and data types (Network/Hierarchical/Flat) where Knowledge Graphs may or may not play a role
• A case study of a specific RAG / Knowledge Graph implementation
• Why Small Graphs & Multi-Agent systems are the future for structured, deterministic agentic systems.
https://medium.com/enterprise-rag/understanding-the-knowledge-graph-rag-opportunity-694b61261a9c