Real ChatGPT answer · index seedicCymzgi6pEcompleteB2B software · data and analytics platformsinformational
What are the main latency differences when querying a billion vectors in Pinecone compared to a self-hosted Milvus cluster on AWS?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the main latency differences when querying a billion vectors in Pinecone compared to a self-hosted Milvus cluster on AWS?
4 real searches · 1 real-search pass
Pinecone billion vectors latency benchmark p95 query latency serverless 2025Google ↗
OBSERVEDComparison
Milvus billion scale benchmark AWS latency p95 billion vectors HNSW IVF officialGoogle ↗
OBSERVEDReason
Pinecone vs Milvus latency benchmark billion vectors comparisonGoogle ↗
OBSERVEDComparison
Milvus documentation distributed architecture QueryNode segment loading mmap GPU index search latency AWS deploymentGoogle ↗
OBSERVEDReason
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
Pinecone billion vectors latency benchmark p95 query latency serverless 2025 Google ↗
Milvus billion scale benchmark AWS latency p95 billion vectors HNSW IVF official Google ↗
Pinecone vs Milvus latency benchmark billion vectors comparison Google ↗
Milvus documentation distributed architecture QueryNode segment loading mmap GPU index search latency AWS deployment Google ↗
- Reimagining the vector database to enable knowledgeable AI · pinecone.io
- February Release: Performance at Scale, Predictability, and Control · pinecone.io
- How does the Milvus architecture separate ingestion, storage, and search? · milvus.io
- Milvus Architecture Overview · milvus.io
- milvus-docs/site/en/reference/sys_config/configure_querynode.md at v3.0.x · milvus-io/milvus-docs · github.com
- Milvus Architecture Overview · blog.milvus.io
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Pinecone billion vectors latency benchmark p95 query latency serverless 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Milvus billion scale benchmark AWS latency p95 billion vectors HNSW IVF official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Pinecone vs Milvus latency benchmark billion vectors comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Milvus documentation distributed architecture QueryNode segment loading mmap GPU index search latency AWS deployment OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |