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Knowledge Graphs

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AI Data Governance Data Management Enterprise AI Executive Graphshare Knowledge Graphs LLMs RAG Vector Databases

Vector Databases vs. Knowledge Graphs for RAG

23 June 2025

4 min read

Vector Databases vs. Knowledge Graphs for RAG

Large Language Models demonstrate impressive capabilities in natural language understanding and generation. However, they operate as closed systems trained on static datasets, lacking real-time awareness of new information and struggling with factual accuracy. Two prominent approaches have emerged for RAG: Vector Databases and Knowledge Graphs.

AI Knowledge Graphs RAG Vector Databases LLMs