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    Weaviate vs Green Vectors: How They Compare

    Weaviate and Green Vectors solve different problems. Weaviate is an open-source vector database known for hybrid search. Green Vectors is a reduction layer that eliminates redundant vectors before they are stored. They are not competitors. Green Vectors, delivered through Kitana, works alongside Weaviate to reduce the vector volume that drives cost and operational load.

    Head-to-head comparison

    DimensionWeaviateGreen Vectors
    CategoryOpen-source vector databaseVector reduction layer
    Primary roleStores and retrieves vectors, hybrid searchReduces vector count before storage
    Where it sits in the stackThe database itselfThe ingestion layer, before the database
    Main benefitHybrid search, self-hosting optionLower storage and query cost, cleaner index
    RelationshipWorks with Green VectorsWorks alongside Weaviate via Kitana

    What Weaviate does

    Weaviate is an open-source vector database available as managed cloud or self-hosted. It is particularly valued for hybrid search that combines keyword and vector retrieval. It gives teams control over their infrastructure and strong retrieval flexibility.

    What Green Vectors does

    Green Vectors applies patent-pending semantic transformation at ingestion to eliminate redundant vectors. In benchmarked workloads it reduced vector count by up to 99.5%, with storage falling from 260GB to 1.3GB at 15-million-vector scale, while improving search quality by up to 59%.

    How they work together

    Green Vectors reduces the number of vectors before they reach Weaviate, lowering storage and compute load while preserving Weaviate's hybrid search. Kitana processes data at ingestion; Weaviate continues to store, index, and retrieve as before, with a much smaller and cleaner index.

    FAQ

    Frequently asked questions.

    No. Weaviate is a vector database; Green Vectors is a reduction layer that works alongside it, reducing the vectors Weaviate stores.
    No. Green Vectors reduces the vector volume before storage. Weaviate's hybrid search continues to operate on the cleaner index.
    Yes. Kitana works alongside Weaviate whether managed or self-hosted.

    Related

    Cut your Weaviate costs without migrating

    Drop Kitana in alongside Weaviate. Reduce vector count at ingestion and keep your hybrid search and existing infrastructure.

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