Knowledge graphs are not just data stores; they can also be reasoning structures. Graph structures can store instructions for LLMs to ‘walk the Graph’ in specific ways that reflect a workflow or SOP process, or a specific complex domain-specific question. We discuss when to rely more on one technique in Search vs Look-Up use-cases, to bring accuracy, determinism and explainability to LLM information retrieval systems. Feel free to ping if you're curious about graph information systems that sit within hybrid RAG systems. https://medium.com/enterprise-rag/rag-graph-retrieval-vs-graph-reasoning-814137f61c5a