Real ChatGPT answer · index seedicLn9YnFqhUcompleteB2B software · data and analytics platformscommercial
We need to choose a vector database for our new AI knowledge base so could you list the top three options based on recent developer reviews and benchmark scores
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need to choose a vector database for our new AI knowledge base so could you list the top three options based on recent developer reviews and benchmark scores
1 real search · 1 real-search pass
2026 vector database benchmarks ANN benchmark results Qdrant Milvus Weaviate Pinecone developer reviews comparisonGoogle ↗
OBSERVEDComparison
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 (1)
Classes come from the query-classifier (a local Laya model).
Searches and sources
ChatGPT1 real searches · gpt-6
2026 vector database benchmarks ANN benchmark results Qdrant Milvus Weaviate Pinecone developer reviews comparison Google ↗
- Vector Database Benchmark 2026: Qdrant vs Pinecone vs Weaviate vs Milvus (Real Tests) · app.ailog.fr
- GitHub - nathaniel-gordon/vectorbench: 100M-scale vector database benchmark suite evaluating Qdrant, Weaviate, Milvus, pgvector, Pinecone, and Chroma on Recall@10, QPS, P99 latency, and cost. · github.com
- qdrant.tech · qdrant.tech
- weaviate.io · weaviate.io
- milvus.io · milvus.io
- Pinecone website · pinecone.io
- Best Vector Databases in 2026 · dupple.com
- Best Vector Database: 6 Top Tools Compared (Tested 2026) · layer3labs.io
- Vector Database Benchmark: 7 Open-Source Engines for RAG · aimultiple.com