Neo4j Document Import Skill When to Use - Ingesting PDFs, HTML, plain text, Markdown into Neo4j as a knowledge graph - Chunking documents and storing nodes with embeddings - Extracting entities and relationships from text with an LLM - Using (neo4j-graphrag) programmatically - Using Neo4j LLM Graph Builder (no-code web UI) - Loading semi-structured JSON via - Connecting LangChain or LlamaIndex document loaders to Neo4j When NOT to Use - Structured CSV / relational data → - GraphRAG retrieval after ingestion → - Vector index creation → - Cypher query writing → --- Approach Decision Table | Sit…