Vetted Recommended

Qdrant

Best default vector database for most teams building retrieval and search.

Verdict

“Best default vector database for most teams building retrieval and search.”

Best default vector database for most teams building retrieval and search.

Pros

Why teams pick it

First-class LangChain vector store integration with full metadata filtering support.
Native LlamaIndex vector store with managed index and retriever abstractions.
1536 and 3072-dim OpenAI embeddings work natively. No adapter needed.
Works via LangChain or direct REST integration in serverless functions.

Cons

Self-hosted Qdrant behind a cold-starting container can add latency to the first query.
Extremely high-cardinality payload filters can slow down queries if not indexed properly.

Pricing

$0 /mo

$25 /mo

$500 /mo

Appears in

This tool is currently a standalone recommendation.

Key stats