Understanding the Right Knowledge Graph for Your Data / RAG Needs When choosing a graph structure, consider two key factors: A. Is your data dynamic? B. Is your schema dynamic? Fixed Data/ Fixed Schema: Perfect for static data like document hierarchies. Build once, use forever! Dynamic Data/ Fixed Schema: Ideal for continuously changing data, like patient records. Set a schema, let data flow in! Fixed Data/ Dynamic Schema: Great for evolving relationships in static text. Use LLMs to iteratively build schemas. Dynamic Data/ Dynamic Schema: For complex, ever-changing data. Requires robust graph management tools. https://medium.com/enterprise-rag/understanding-the-type-of-knowledge-graph-you-need-fixed-vs-dynamic-schema-data-13f319b27d9e