Real ChatGPT answer · index seedEorkEr76yUwcompleteB2B software · developer toolsbrand

What is the actual pricing model for GitHub Actions compared to GitLab CI for a small team of open source contributors?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What is the actual pricing model for GitHub Actions compared to GitLab CI for a small team of open source contributors?
2 real searches · 1 real-search pass
GitHub Actions billing public repositories free minutes private repositories included minutes pricing 2026 official docsGoogle ↗
OBSERVEDOther / navigational
GitLab CI/CD compute minutes pricing public projects open source program free tier 2026 official docsGoogle ↗
OBSERVEDOther / navigational

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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
GitHub Actions billing public repositories free minutes private repositories included minutes pricing 2026 official docs Google ↗
GitLab CI/CD compute minutes pricing public projects open source program free tier 2026 official docs Google ↗
  1. Billing and usage · docs.github.com
  2. Product usage included with each plan · docs.github.com
  3. Actions runner pricing · docs.github.com
  4. Compute minutes · docs.gitlab.com
  5. Pricing · about.gitlab.com
  6. Managing compute minutes FAQ · about.gitlab.com
  7. Community programs · docs.gitlab.com
  8. GitHub Actions billing · docs.github.com
  9. GitHub pricing · github.com
  10. GitLab for Open Source · about.gitlab.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
GitHub Actions billing public repositories free minutes private repositories included minutes pricing 2026 official docs
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
GitLab CI/CD compute minutes pricing public projects open source program free tier 2026 official docs
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1