Vector Database Software
Top companies in category by LLM model mentions
Vector database software is designed to store, index, and search high-dimensional data as vectors, making it easier to work with information such as text embeddings, images, audio, and other unstructured content. Unlike traditional databases that focus on exact matches, these platforms are built for similarity search and retrieval, helping teams find related items based on meaning or context. Organizations evaluating the best vector database software often look for tools that support modern AI and machine learning workflows while keeping data access fast and scalable.
This category is commonly used by data science, machine learning, and engineering teams, as well as product groups building recommendation engines, semantic search, anomaly detection, and retrieval-augmented generation applications. It is also useful for businesses that need to compare large volumes of content, personalize experiences, or power intelligent assistants and search features. In many cases, top vector database tools help teams manage model outputs and embeddings more efficiently across growing datasets.
Common features include approximate nearest neighbor search, filtering, real-time indexing, metadata support, and APIs for integrating with AI pipelines and existing applications. Many products also offer scalability, security controls, and deployment options that fit cloud, hybrid, or self-managed environments. By improving retrieval speed and relevance, vector database software can reduce development effort, support more accurate AI-driven experiences, and help organizations make better use of unstructured data.
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Milvus milvus.ioCATEGORY RANK #1— no change -
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ScyllaDB scylladb.comCATEGORY RANK #2— no change -
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Activeloop activeloop.aiCATEGORY RANK #3— no change -
4Pinecone pinecone.ioCATEGORY RANK #4— no change
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Zilliz zilliz.comCATEGORY RANK #5— no change -
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Shaped shaped.aiCATEGORY RANK #6— no change -
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FalkorDB falkordb.comCATEGORY RANK #7▲ +2 -
8Weaviate weaviate.ioCATEGORY RANK #8▼ -1
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9MyScale myscale.comCATEGORY RANK #9— no change
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Kinetica kinetica.comCATEGORY RANK #10▲ +2 -
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Lance lance.orgCATEGORY RANK #11▼ -3 -
12Chroma trychroma.comCATEGORY RANK #12▼ -2
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LanceDB lancedb.comCATEGORY RANK #13▼ -2 -
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LiteGraph litegraphdb.comCATEGORY RANK #14— no change -
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Cyborg cyborg.coCATEGORY RANK #15— no change -
16Regatta regatta.devCATEGORY RANK #16— no change
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turbopuffer turbopuffer.comCATEGORY RANK #17— no change -
18ApertureData aperturedata.ioCATEGORY RANK #18— no change
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19Deeplake deeplake.aiCATEGORY RANK #19▼ -6
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KDB.AI kdb.aiCATEGORY RANK #20— no change -
21Zvec zvec.orgCATEGORY RANK #21— no change
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Endee endee.ioCATEGORY RANK #22— no change -
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Chroma Explorer chroma-explorer.comCATEGORY RANK #23— no change -
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SochDB sochdb.devCATEGORY RANK #24— no change -
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Qin Liu lqhl.meCATEGORY RANK #25— no change -
26SynapCores synapcores.comCATEGORY RANK #26— no change
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LambdaDB lambdadb.aiCATEGORY RANK #27— no change -
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RushDB rushdb.comCATEGORY RANK #28— no change -
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SemaDB semadb.comCATEGORY RANK #29— no change -
30Vectroid vectroid.comCATEGORY RANK #30— no change
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SvectorDB svectordb.comCATEGORY RANK #31— no change -
32HelixDB helix-db.comCATEGORY RANK #32— no change
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RedisVL redisvl.comCATEGORY RANK #33— no change -
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VectorChord vectorchord.aiCATEGORY RANK #34— no change
No companies found in this category yet.