Is GitHub Actions actually better than GitLab CI for setting up our small business CI/CD pipelines given our current AWS budget
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is GitHub Actions actually better than GitLab CI for setting up our small business CI/CD pipelines given our current AWS budget
3 real searches · 1 real-search pass
GitHub Actions pricing included minutes storage self-hosted runners 2026 officialGoogle ↗
OBSERVEDOther / navigational
GitLab CI/CD pricing compute minutes self-managed runners official 2026Google ↗
OBSERVEDOther / navigational
AWS EC2 pricing Linux on-demand us-west-2 t3.small t3.medium officialGoogle ↗
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 (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 included minutes storage self-hosted runners 2026 official Google ↗
GitLab CI/CD pricing compute minutes self-managed runners official 2026 Google ↗
AWS EC2 pricing Linux on-demand us-west-2 t3.small t3.medium official Google ↗
- GitHub Actions billing · docs.github.com
- Pricing · about.gitlab.com
- Compute minutes · docs.gitlab.com
- Compute minutes administration · docs.gitlab.com
- Pricing changes for GitHub Actions · github.com
- EC2 On-Demand Instance Pricing · aws.amazon.com
- Specifications for Amazon EC2 general purpose instances · docs.aws.amazon.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
GitHub Actions pricing included minutes storage self-hosted runners 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
GitLab CI/CD pricing compute minutes self-managed runners official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
AWS EC2 pricing Linux on-demand us-west-2 t3.small t3.medium official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |