Is Milvus cheaper than Pinecone when optimizing vector search accuracy for millions of product embeddings on a strict budget
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is Milvus cheaper than Pinecone when optimizing vector search accuracy for millions of product embeddings on a strict budget
3 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.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Milvus pricing self hosted managed Zilliz Cloud pricing 2026 vector database Google ↗
Pinecone pricing serverless read write storage pricing 2026 Google ↗
Milvus Pinecone benchmark recall latency million vectors product search HNSW IVF_DISKANN Google ↗
- Product FAQ · milvus.io
- How do you compare managed and self-hosted vector-search costs? · milvus-io-dev.zilliz.cc
- Pricing · pinecone.io
- web-content/v3.0.x/site/en/userGuide/indexes/index-explained.md at master · milvus-io/web-content · github.com
- HNSW Algorithm Explained: Interactive Visualization · milvus.io
- GitHub - JohnDouglasJDX/diskann-vs-hnsw-benchmark: DiskANN vs HNSW: a measured vector-index benchmark at 3.38M and 10K scale (recall/QPS/memory, concurrency, reproducible harness) · github.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Milvus pricing self hosted managed Zilliz Cloud pricing 2026 vector database OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Pinecone pricing serverless read write storage pricing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Milvus Pinecone benchmark recall latency million vectors product search HNSW IVF_DISKANN OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |