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GraphFusion AI: Building an Intent-Aware Hybrid RAG with OpenSearch (Vectors) + Neo4j (Graph) + LlamaIndex (Ingestion) + FastAPI
Introduction Vector-only RAG optimizes for semantic recall, but it has a predictable failure mode: relationship-heavy questions force the LLM to infer structure from unstructured text. Graph databases model that structure explicitly and support reproducible traversals, but they don’t replace semantic retrieval. This post walks through GraphFusion AI, an intent-aware hybrid retrieval solution that combines OpenSearch kNN with Neo4j graph…
