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Vector Databases

The memory layer for AI apps.

11 tools·10 with free plan·7 with free trial
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Databases that store and search embeddings for RAG, semantic search, and AI memory.

11 tools reviewed10 with a free plan7 with a free trial11 with an API9 self-hostable1 paid-only

Top picks

01

Fully managed serverless vector database

Pinecone is the safe, boring-in-a-good-way choice when you want a vector database that just works and do not want to run infrastructure. The serverless model is genuinely convenient. Our main caution is cost predictability: usage-based billing across writes, reads, storage, and capacity can surprise teams at scale, and there is no self-hosted escape hatch since the product is closed source. Compare total cost against open-source options like Qdrant, Weaviate, or Milvus if budget control or data residency matters.
freemium·Free Starter tier; usage-based Standard plans
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02

Open-source AI-native vector database

Weaviate is a strong pick when you want open-source flexibility plus the option of a managed cloud, and its built-in vectorizer and generative modules can genuinely simplify a RAG stack. The tradeoff is that the module system and configuration surface are larger than minimalist alternatives like Chroma, so there is more to learn. For teams that value avoiding lock-in and want the choice between self-hosting and managed, it is one of the more complete options; verify managed pricing carefully since dimension-based billing can be unintuitive.
freemium·Free open source / sandbox; managed cloud from ~$25/month
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03

High-performance open-source vector search engine

Qdrant is our value pick among vector databases: the Rust engine is fast and memory-efficient, filtering is excellent, and resource-based hourly cloud billing is easier to reason about than per-query metering. It is fully open source, so there is no lock-in. The tradeoffs are that self-hosting a distributed cluster still takes ops work, and some higher-level RAG conveniences that Weaviate bakes in are left to you. For cost-sensitive teams that want performance and control, it is hard to beat.
freemium·Free open source / free cloud tier; cloud from ~$0.014/hr per node
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All Vector Databases

Chroma logo

Open-source embedding database for AI apps

#vector-database#open-source#rag#embeddings
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Milvus logo

Open-source vector database built for scale

#vector-database#open-source#similarity-search#scalability
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LanceDB logo

Open-source embedded vector database for multimodal AI and RAG

#vector-database#embedded#multimodal#rag
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turbopuffer logo

Serverless vector and full-text search built on object storage

#vector-database#serverless#object-storage#full-text-search 1 views
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Vespa logo

Open-source AI search platform combining vector, lexical, and structured search at scale

#vector-database#hybrid-search#search-engine#open-source
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Marqo logo

Open-source tensor search engine with built-in embedding and reranking

#vector-search#tensor-search#multimodal#embeddings
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Activeloop Deep Lake logo

Multimodal AI data lake and vector store for RAG and training

#vector-store#multimodal#rag#data-lake 1 views
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MyScale logo

SQL vector database built on ClickHouse for AI applications

#vector-database#sql#clickhouse#rag
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Frequently asked questions

What's the best vector databases tool?
Pinecone currently leads in community votes. Pinecone is the safe, boring-in-a-good-way choice when you want a vector database that just works and do not want to run infrastructure. The serverless model is genuinely convenient. Our main caution is cost predictability: usage-based billing across writes, reads, storage, and capacity can surprise teams at scale, and there is no self-hosted escape hatch since the product is closed source. Compare total cost against open-source options like Qdrant, Weaviate, or Milvus if budget control or data residency matters.
Are there free options?
10 tools in this category offer a free plan. Another 7 have a free trial.
How do you rank these tools?
Tools are ranked by a combination of community upvotes, editorial review, and feature breadth. Our editors review pricing and capabilities quarterly.
Can I suggest a tool we're missing?
Yes — submit it here. Our team reviews submissions weekly.