Real ChatGPT answer · index seed6llx0lvdQBMcompleteB2B software · data and analytics platformscomparison

Compare the licensing and infrastructure costs of using Great Expectations versus Soda Core for automated data testing in our CI/CD pipeline.

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare the licensing and infrastructure costs of using Great Expectations versus Soda Core for automated data testing in our CI/CD pipeline.
3 real searches · 1 real-search pass
Great Expectations GX Core open source license pricing GX Cloud pricing 2026 official docsGoogle ↗
OBSERVEDOther / navigational
Soda Core open source license pricing Soda Cloud pricing 2026 official docsGoogle ↗
OBSERVEDComparison
Great Expectations deployment CI CD infrastructure requirements docs Soda Core deployment CI CD docsGoogle ↗
OBSERVEDInstruction

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)
Short factOther / navigational33%Comparison33%ConsequenceReasonDefinitionInstruction33%Yes / no

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
Great Expectations GX Core open source license pricing GX Cloud pricing 2026 official docs Google ↗
Soda Core open source license pricing Soda Cloud pricing 2026 official docs Google ↗
Great Expectations deployment CI CD infrastructure requirements docs Soda Core deployment CI CD docs Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Great Expectations GX Core open source license pricing GX Cloud pricing 2026 official docs
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Soda Core open source license pricing Soda Cloud pricing 2026 official docs
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Great Expectations deployment CI CD infrastructure requirements docs Soda Core deployment CI CD docs
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1