Best vector database for document-heavy RAG?

Focus brand|

Chroma

Total mentions

250

Unique brands

Avg brands/response

6.9

Top domain

zenml.io

Top brand

Pinecone

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Full brand & citation dataResponse trends over timeTrack your brand's ranking

Prompt visibility

Prompt visibility score combining mention rate and average position - 0-100 scale.

Top brand - Visibility score

Pinecone75.0%

Milvus28.1%

Qdrant26.5%

Responses

Counts only on free plans

Total responses

Total mentions

250

Total citations

536

Related prompts

Other prompts with similar intent

We are evaluating vector databases. Who offers performance benchmarking for high-scale RAG?want to build a RAG system over my company's knowledge base. What managed vector database is best for low-latency similarity search?I'm looking for a managed service that combines data ingestion, vectorization, and search in one platform. What's the best end-to-end RAG platform?The problem is, our RAG system gives stale answers. What's the best strategy or tool for automatically updating vectors when source documents change?Which managed vector database, Pinecone or Weaviate, is better for building a production RAG application?Which vector database is best for large-scale hybrid search?

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Citation breakdowns

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Total mentions

250

Unique brands

Avg brands/response

6.9

Top domain

zenml.io

Top brand

Pinecone

Unlock full data

Full brand & citation dataResponse trends over timeTrack your brand's ranking

Prompt visibility

Prompt visibility score combining mention rate and average position - 0-100 scale.

Top brand - Visibility score

Pinecone75.0%

Milvus28.1%

Qdrant26.5%

Responses

Counts only on free plans

Total responses

Total mentions

250

Total citations

536

Related prompts

Other prompts with similar intent

Top brand - Mention rate

Pinecone75.0%

Milvus75.0%

Qdrant75.0%

Weaviate75.0%

Chroma62.5%

Top brand - Avg. position

Pinecone1.0

Milvus3.0

Weaviate3.0

Qdrant3.2

Chroma5.8

Top cited URLs

zenml.io

6.3%

latenode.com

5.4%

gigaspaces.com

4.7%

coralogix.com

4.7%

servicesground.com

3.4%