Real ChatGPT answer · index seedDevCgzFoZGgcompleteB2B software · AI and automation toolsinformational
I need to compare Pinecone, Milvus, and Weaviate for a class presentation on database infrastructure; what are the latest benchmarks for evaluating vector database providers?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need to compare Pinecone, Milvus, and Weaviate for a class presentation on database infrastructure; what are the latest benchmarks for evaluating vector database providers?
3 real searches · 1 real-search pass
2026 vector database benchmarks Pinecone Milvus Weaviate VectorDBBench latest performance benchmarkGoogle ↗
OBSERVED
VectorDBBench official benchmark datasets metrics workloads Pinecone Milvus WeaviateGoogle ↗
OBSERVED
ANN-Benchmarks vector search benchmark methodology recall QPS officialGoogle ↗
OBSERVED
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
Classifying 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
2026 vector database benchmarks Pinecone Milvus Weaviate VectorDBBench latest performance benchmark Google ↗
VectorDBBench official benchmark datasets metrics workloads Pinecone Milvus Weaviate Google ↗
ANN-Benchmarks vector search benchmark methodology recall QPS official Google ↗
- Interactive leaderboard · zilliz.com
- GitHub - zilliztech/VectorDBBench: Benchmark for vector databases. · github.com
- GitHub - zilliztech/VectorDBBench: Benchmark for vector databases. · github.com
- ANN-Benchmarks website · ann-benchmarks.com
- A Comprehensive Empirical Evaluation of Vector Database Systems for Approximate Nearest Neighbor Search: Performance, Quality, and Resource Trade-offs · arxiv.org
- Reimagining the vector database to enable knowledgeable AI · pinecone.io
- Hybrid search · docs.weaviate.io
- Milvus 2.2 Benchmark Test Report · milvus.io
- Optimizing Pinecone for agents (and more) · pinecone.io
- ANN Benchmark · weaviate.io
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 vector database benchmarks Pinecone Milvus Weaviate VectorDBBench latest performance benchmark OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
VectorDBBench official benchmark datasets metrics workloads Pinecone Milvus Weaviate OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
ANN-Benchmarks vector search benchmark methodology recall QPS official OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |