What is zvec.org?
Zvec is an in-process vector database that provides millisecond semantic search at billion-vector scale. It runs directly inside applications with no external services required, enabling local deployment and simplified integration. Zvec supports dense and sparse vectors, multi-vector queries, filtered vector search, and GROUP BY–style grouped search for refined, context-aware retrieval.
A compact Python API exposes create, insert, and query operations for embedding storage and similarity search. Benchmarks on the Cohere 10M dataset report ~1 hour index build time and over 8,500 queries per second. Common use cases include retrieval-augmented generation (RAG), semantic image search, and natural-language code search.
zvec.org pricing
Freemiumzvec.org offers a free plan with paid upgrades available.
Verify on the official pricing page.
View planszvec.org's key features
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Low-latency vector similarity search
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In-process local deployment (runs directly in-app, no external services)
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Support for dense and sparse vectors and multi-vector queries
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Filtered vector search combining semantic search with attribute filters
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Simple, intuitive Python API for collection creation, insertion, and querying
zvec.org use cases
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Create a responsive, search-as-you-type semantic product search inside your web or mobile app using Zvec's in-process vector index to deliver millisecond results at billion-vector scale without external services, leveraging multi-vector queries and attribute filters for precise faceted e-commerce search
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Develop an instant knowledge-base and document retrieval system for customer support using Zvec's compact Python API to store embeddings and run filtered, grouped semantic searches that return relevant passages within the application
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Build privacy-preserving, on-device recommendation and personalization engines by running local dense/sparse and multi-vector searches with Zvec to match user behavior and content embeddings at low latency while avoiding network calls
zvec.org user reviews
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Who is zvec.org for?
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Ml engineers
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Data scientists
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Semantic search developers
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Recommendation system developers
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Vector search engineers
zvec.org FAQ
Is zvec.org free?
Partly. zvec.org has a free plan with usage limits, and paid plans unlock the full feature set.
What are the best alternatives to zvec.org?
The closest alternatives to zvec.org are InfinityFlow, Pinecone, Zilliz, Vectorize and myscale.com. You can compare them side by side in the alternatives section further down this page.
Does zvec.org have an API?
Yes. zvec.org offers an API, so you can call it from your own applications instead of using the interface directly.
