What is the difference between vector RAG and your RAG?

Even though it uses Neo4j as a graph database and build a knowledge graph,
it still perform vector embeddings and rely primarily on embedding-based search.

If that is the case, I would not use Neo4j but rather more specialized vector databases like Milvus or Pinecone.

Can this still be considered a GraphRAG?