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FEATURE DEEP-DIVE

Enterprise-grade vector retrieval powered by MongoDB Atlas

Deliver verified, trustworthy answers. Our vector pipeline indexes embeddings directly within your primary MongoDB cluster.

Unified Architecture

Zero external vector DB latency. Documents, metadata, and vectors coexist in MongoDB Atlas.

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Gemini 768d Embeddings

Dense semantic representations via Google text-embedding-004 model.

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Source Citations

Every response includes verifiable chunk titles and excerpts for end-to-end transparency.

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Your next great answer starts here.

Bring your content. Build an assistant that knows it.