GraphRAG Part 4 – Community Detection and Embedding, Search and Hybrid Retrieval Integration

Part 4 explores new advanced features introduced in GraphRAG by enabling community detection and community-based GLOBAL search, which allows system … More

GraphRAG Part 3 – Intelligent MVR, Query Routing and Context Generation

Part 3 explores three advanced capabilities that transformed query processing and context generation in the GraphRAG system. First, we introduced … More

Beyond Vector Search: How GraphRAG Enables Smarter AI Responses

Imagine asking your AI assistant: “Who manages the person leading our AI research project?” A traditional RAG system would struggle … More

RAG at Scale: The Hidden Trade-Offs of Single Vector Embedding

Balancing performance and precision in enterprise search and data retrieval A common pattern for improving the quality of AI-assisted content … More