Looking to set up CI CD for my senior project and want to know whether to pick GitHub Actions or GitLab CI runners based on current industry standards
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking to set up CI CD for my senior project and want to know whether to pick GitHub Actions or GitLab CI runners based on current industry standards
2 real searches · 1 real-search pass
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)
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
2026 CI/CD platform adoption GitHub Actions GitLab CI industry survey usage comparison Google ↗
GitHub Actions official documentation hosted runners self-hosted runners GitLab CI/CD runners official documentation features pricing integrations Google ↗
- The State of CI/CD in 2026 · jetbrains.com
- New Report: The State of CI/CD in 2026 · blog.jetbrains.com
- Official documentation · docs.github.com
- Official documentation · docs.gitlab.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 CI/CD platform adoption GitHub Actions GitLab CI industry survey usage comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
GitHub Actions official documentation hosted runners self-hosted runners GitLab CI/CD runners official documentation features pricing integrations OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |