Real ChatGPT answer · index seedixh3zmttRtQcompleteB2B software · data and analytics platformsbrand

Can you explain why our Great Expectations data test suite runs so slowly and how to speed it up?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you explain why our Great Expectations data test suite runs so slowly and how to speed it up?
2 real searches · 1 real-search pass
Great Expectations documentation performance SQLAlchemy execution engine batch validation result_format unexpected rows performanceGoogle ↗
OBSERVEDOther / navigational
Great Expectations documentation SQL datasource batching SQL query validation performanceGoogle ↗
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 (2)
Short factOther / navigational50%ComparisonConsequenceReasonDefinitionInstruction50%Yes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
Great Expectations documentation performance SQLAlchemy execution engine batch validation result_format unexpected rows performance Google ↗
Great Expectations documentation SQL datasource batching SQL query validation performance Google ↗
  1. GX does not move or change your data · greatexpectations.io
  2. Great Expectations and Data Control Explained · greatexpectations.io
  3. Use SQL to define a custom Expectation · docs.greatexpectations.io
  4. UnexpectedRowsExpectation · greatexpectations.io

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Great Expectations documentation performance SQLAlchemy execution engine batch validation result_format unexpected rows performance
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Great Expectations documentation SQL datasource batching SQL query validation performance
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1