How much does it actually cost to run a vector database on AWS versus using managed Pinecone for a mid-sized machine learning project
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much does it actually cost to run a vector database on AWS versus using managed Pinecone for a mid-sized machine learning project
1 real search · 1 real-search pass
2026 AWS OpenSearch Serverless vector search pricing OCU price Pinecone pricing serverless standard plan pricingGoogle ↗
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). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
2026 AWS OpenSearch Serverless vector search pricing OCU price Pinecone pricing serverless standard plan pricing Google ↗
- r6g.large pricing: $73.5840 monthly · economize.cloud
- EC2 On-Demand Instance Pricing · aws.amazon.com
- Pricing · pinecone.io
- Amazon OpenSearch Service · aws.amazon.com