How accurate is the vector search in Qdrant compared to Pinecone based on recent independent benchmarks
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The searches the AI actually ran for this prompt.
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How accurate is the vector search in Qdrant compared to Pinecone based on recent independent benchmarks
2 real searches · 1 real-search pass
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 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
Qdrant vs Pinecone vector database independent benchmark recall accuracy ANN 2025 2026 Google ↗
vector database benchmark Qdrant Pinecone recall nDCG independent benchmark 2024 2025 Google ↗
- Pinecone vs Weaviate vs Qdrant vs Chroma, Measured · benchclaw.io
- Vector Search Benchmarks · qdrant.tech
- Towards Robustness: A Critique of Current Vector Database Assessments · arxiv.org
- Qdrant vs Pinecone Throughput Benchmark — Which Vector DB Wins? · markaicode.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Qdrant vs Pinecone vector database independent benchmark recall accuracy ANN 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
vector database benchmark Qdrant Pinecone recall nDCG independent benchmark 2024 2025 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |