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How does the new GitLab CI runner pricing model compare to GitHub Actions when you are running heavy continuous integration workloads all day?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How does the new GitLab CI runner pricing model compare to GitHub Actions when you are running heavy continuous integration workloads all day?
2 real searches · 1 real-search pass
GitLab CI runner pricing model 2026 compute minutes new pricing GitHub Actions comparisonGoogle ↗
OBSERVEDComparison
GitHub Actions pricing 2026 hosted runners per minute self-hosted pricing included minutesGoogle ↗
OBSERVEDComparison

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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
GitLab CI runner pricing model 2026 compute minutes new pricing GitHub Actions comparison Google ↗
GitHub Actions pricing 2026 hosted runners per minute self-hosted pricing included minutes Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
GitLab CI runner pricing model 2026 compute minutes new pricing GitHub Actions comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
GitHub Actions pricing 2026 hosted runners per minute self-hosted pricing included minutes
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1