Real ChatGPT answer · index seedLt7jTQV2My4completeB2B software · data and analytics platformscomparison
Should our bootstrapped startup adopt Apache Iceberg on top of object storage or just pay for a fully managed warehouse like Snowflake
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Should our bootstrapped startup adopt Apache Iceberg on top of object storage or just pay for a fully managed warehouse like Snowflake
3 real searches · 1 real-search pass
Apache Iceberg official docs architecture catalog object storage table format managed services Snowflake comparisonGoogle ↗
OBSERVEDComparison
Snowflake pricing compute storage serverless official pricing 2026Google ↗
OBSERVEDOther / navigational
AWS S3 pricing standard storage requests officialGoogle ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 2 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
Apache Iceberg official docs architecture catalog object storage table format managed services Snowflake comparison Google ↗
Snowflake pricing compute storage serverless official pricing 2026 Google ↗
AWS S3 pricing standard storage requests official Google ↗
- Spec · iceberg.apache.org
- Documentation · apache.googlesource.com
- Snowflake Pricing | Choose the Right Edition for Your Data Needs · snowflake.com
- Apache Iceberg™ tables · docs.snowflake.com
- Apache Iceberg™ tables · docs.snowflake.com
- S3 Pricing · aws.amazon.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Apache Iceberg official docs architecture catalog object storage table format managed services Snowflake comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Snowflake pricing compute storage serverless official pricing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
AWS S3 pricing standard storage requests official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |