Real ChatGPT answer · index seedglIJUGE1KcocompleteB2B software · AI and automation toolsinformational
Are there any open source alternatives to Pinecone that rival its performance for real time retrieval augmented generation applications
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there any open source alternatives to Pinecone that rival its performance for real time retrieval augmented generation applications
4 real searches · 1 real-search pass
2026 comparison benchmark Qdrant Milvus Weaviate Pinecone vector database latency throughput ANN RAGGoogle ↗
OBSERVEDComparison
Qdrant documentation quantization HNSW filtering hybrid search performanceGoogle ↗
OBSERVEDOther / navigational
Milvus documentation performance benchmark vector search distributed indexingGoogle ↗
OBSERVEDReason
Vespa documentation vector search hybrid ranking performanceGoogle ↗
OBSERVEDOther / navigational
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.
ChatGPT real searches (4)
Classes come from the query-classifier (a local Laya model). 3 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
2026 comparison benchmark Qdrant Milvus Weaviate Pinecone vector database latency throughput ANN RAG Google ↗
Qdrant documentation quantization HNSW filtering hybrid search performance Google ↗
Milvus documentation performance benchmark vector search distributed indexing Google ↗
Vespa documentation vector search hybrid ranking performance Google ↗
- Website · qdrant.tech
- GitHub · github.com
- Website · milvus.io
- GitHub · github.com
- Website · weaviate.io
- GitHub · github.com
- Website · vespa.ai
- GitHub · github.com
- GitHub · github.com
- Vector Database Benchmark: 7 Open-Source Engines for RAG · aimultiple.com
- Vector Database Benchmark: 7 Open-Source Engines for RAG · aimultiple.com
- Vector DB Comparison · neelmishra.github.io
- Vector Database Benchmark 2026: Qdrant vs Pinecone vs Weaviate vs Milvus (Real Tests) · app.ailog.fr
- Website · redis.io
- GitHub · github.com
- Website · lancedb.com
- GitHub · github.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 comparison benchmark Qdrant Milvus Weaviate Pinecone vector database latency throughput ANN RAG OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Qdrant documentation quantization HNSW filtering hybrid search performance OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Milvus documentation performance benchmark vector search distributed indexing OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Vespa documentation vector search hybrid ranking performance OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |