Should I use GitHub Actions or GitLab CI for our small agency team where we need cheap custom runners and simple setup?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Should I use GitHub Actions or GitLab CI for our small agency team where we need cheap custom runners and simple setup?
3 real searches · 1 real-search pass
GitHub Actions pricing self-hosted runners free minutes 2026 official pricingGoogle ↗
OBSERVEDComparison
GitLab CI pricing self-managed runners compute minutes 2026 official pricingGoogle ↗
OBSERVEDShort fact
GitHub Actions self-hosted runner setup autoscaling documentation GitLab Runner Docker executor documentationGoogle ↗
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)
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
GitHub Actions pricing self-hosted runners free minutes 2026 official pricing Google ↗
GitLab CI pricing self-managed runners compute minutes 2026 official pricing Google ↗
GitHub Actions self-hosted runner setup autoscaling documentation GitLab Runner Docker executor documentation Google ↗
- Pricing changes for GitHub Actions · github.com
- Pricing · about.gitlab.com
- Compute minutes · docs.gitlab.com
- GitLab Runner Autoscaling · docs.gitlab.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
GitHub Actions pricing self-hosted runners free minutes 2026 official pricing OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
GitLab CI pricing self-managed runners compute minutes 2026 official pricing OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
GitHub Actions self-hosted runner setup autoscaling documentation GitLab Runner Docker executor documentation OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |