Semantic search and recommendation systems depend on vector representations of text, images, and other data stored in specialized databases. Pinecone and Weaviate are the most widely adopted managed vector databases for production RAG applications. Qdrant and Chroma serve developers who want open-source options with straightforward self-hosting, while LanceDB takes a columnar storage approach optimized for multimodal data and fast similarity search.
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4.9
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4.8
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4.7
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4.7
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