comparing the true hidden costs of Pinecone serverless versus self hosting Milvus on AWS EC2 spots to shave off at least thirty percent from our cloud bill
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
comparing the true hidden costs of Pinecone serverless versus self hosting Milvus on AWS EC2 spots to shave off at least thirty percent from our cloud bill
3 real searches · 1 real-search pass
Pinecone serverless pricing read write units storage pricing official 2026Google ↗
OBSERVEDOther / navigational
Milvus on AWS EC2 Spot self hosted architecture production costs EBS S3 official docsGoogle ↗
OBSERVEDOther / navigational
AWS EC2 Spot pricing interruption rate EBS pricing data transfer pricing officialGoogle ↗
OBSERVEDConsequence
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
Pinecone serverless pricing read write units storage pricing official 2026 Google ↗
Milvus on AWS EC2 Spot self hosted architecture production costs EBS S3 official docs Google ↗
AWS EC2 Spot pricing interruption rate EBS pricing data transfer pricing official Google ↗
- Pricing · pinecone.io
- Pinecone Pricing: Serverless Storage, Read and Write Units, Plans · embeddingcost.com
- Manage Serverless Costs with Read Units · pinecone.io
- Pinecone Pricing: Plans, Read Units and Real Costs · benchclaw.io
- Spot Instances · docs.aws.amazon.com
- EC2 On-Demand Instance Pricing · aws.amazon.com
- Main Components · milvus.io
- Overview of Milvus Deployment Options · milvus.io
- Milvus Architecture Overview · milvus.io
- Data Infrastructure · milvus.io
- Use Capacity Rebalancing in EC2 Fleet and Spot Fleet to replace at-risk Spot Instances · docs.aws.amazon.com
- Spot Instance interruption notices · docs.aws.amazon.com
- Best practices for Amazon EC2 Spot · docs.aws.amazon.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Pinecone serverless pricing read write units storage pricing official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Milvus on AWS EC2 Spot self hosted architecture production costs EBS S3 official docs OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
AWS EC2 Spot pricing interruption rate EBS pricing data transfer pricing official OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |