Real ChatGPT answer · index seedKAd2t9Ux7yUcompleteB2B software · developer toolscomparison

Compare CircleCI and GitHub Actions for running complex test suites on pull requests when keeping build minutes under budget is crucial.

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare CircleCI and GitHub Actions for running complex test suites on pull requests when keeping build minutes under budget is crucial.
2 real searches · 1 real-search pass
CircleCI pricing compute credits included credits 2026 official pricing GitHub Actions billing included minutes 2026 officialGoogle ↗
OBSERVED
CircleCI test splitting parallelism dynamic configuration resource classes official docs GitHub Actions matrix fail-fast cache official docsGoogle ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
CircleCI pricing compute credits included credits 2026 official pricing GitHub Actions billing included minutes 2026 official Google ↗
CircleCI test splitting parallelism dynamic configuration resource classes official docs GitHub Actions matrix fail-fast cache official docs Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
CircleCI pricing compute credits included credits 2026 official pricing GitHub Actions billing included minutes 2026 official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
CircleCI test splitting parallelism dynamic configuration resource classes official docs GitHub Actions matrix fail-fast cache official docs
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1