Real ChatGPT answer · index seedr6l3jg1UQTccompleteB2B software · data and analytics platformscomparison
We need to choose a vector database for our semantic search engine handling millions of embeddings with low latency requirements.
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 semantic search engine handling millions of embeddings with low latency requirements.
4 real searches · 1 real-search pass
2026 vector database comparison Qdrant Milvus Weaviate Pinecone Vespa performance filtering HNSW million vectorsGoogle ↗
OBSERVEDComparison
Qdrant documentation indexing HNSW filtering payload index quantization distributed deploymentGoogle ↗
OBSERVEDOther / navigational
Milvus documentation index types HNSW IVF DiskANN filtering performanceGoogle ↗
OBSERVEDReason
Pinecone documentation vector database serverless performance filtering metadataGoogle ↗
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 vector database comparison Qdrant Milvus Weaviate Pinecone Vespa performance filtering HNSW million vectors Google ↗
Qdrant documentation indexing HNSW filtering payload index quantization distributed deployment Google ↗
Milvus documentation index types HNSW IVF DiskANN filtering performance Google ↗
Pinecone documentation vector database serverless performance filtering metadata Google ↗
- Qdrant docs · qdrant.tech
- Indexing · qdrant.tech
- Filtering in Vector Search: When to Use What · qdrant.tech
- Overview · qdrant.tech
- Milvus docs · milvus.io
- Index Explained Milvus v2.5.x documentation · milvus.io
- Prompt: Milvus Index Selection · milvus.io
- Weaviate docs · docs.weaviate.io
- Pinecone docs · docs.pinecone.io
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 vector database comparison Qdrant Milvus Weaviate Pinecone Vespa performance filtering HNSW million vectors OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Qdrant documentation indexing HNSW filtering payload index quantization distributed deployment OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Milvus documentation index types HNSW IVF DiskANN filtering performance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Pinecone documentation vector database serverless performance filtering metadata OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |