Dokaz Industries / Doxa

Recommendations · open-entity · rec-ci-platform-01

What is the best CI/CD platform for a small engineering team?

0.00
Divergence
1.00
Avg stability
0%
Refusal rate
3
Models

Where each model stands

ChatGPTGitHub Actions×100%
ClaudeGitHub Actions×100%
GeminiGitHub Actions×100%
ChatGPT modal GitHub Actions [GitHub Actions, GitHub Actions, GitHub Actions, GitHub Actions, GitHub Actions] · stability 1.00
  • 1 GitHub Actions 0.95 "Short answer: for most small engineering teams the best starting choice is GitHub Actions (if you host code on GitHub)." and "Use GitHub Actions if your code is on GitHub and you want the lowest-friction, most feature-complete option."
  • 2 GitHub Actions 0.90 'GitHub Actions — Best default if you host code on GitHub. Very easy to start, excellent marketplace of actions...' (listed first as the default recommendation)
  • 3 GitHub Actions 0.95 "Short answer: for most small engineering teams the best choice is GitHub Actions (if you host your code on GitHub)."
  • 4 GitHub Actions 0.90 “for most small engineering teams the simplest, fastest path is GitHub Actions (if you use GitHub)” and the answer names GitHub Actions as the “Best default for small teams on GitHub.”
  • 5 GitHub Actions 0.90 The answer's short summary: "the best default choice is GitHub Actions (if you use GitHub) or GitLab CI..." and the practical recommendation begins "If you use GitHub ... start with GitHub Actions."
Claude modal GitHub Actions [GitHub Actions, GitHub Actions, GitHub Actions, GitHub Actions, GitHub Actions] · stability 1.00
  • 1 GitHub Actions 0.85 The answer explicitly states 'Start with GitHub Actions' as the primary recommendation for small teams, noting it's 'free, integrated, and you can migrate later if needs grow.' It's also highlighted as 'often best for small teams' in the comparison.
  • 2 GitHub Actions 0.85 The answer explicitly states GitHub Actions is 'often the best choice' and recommends it first in the decision tree: 'Using GitHub? → GitHub Actions'. It emphasizes this is best for teams already on GitHub due to native integration and simplicity.
  • 3 GitHub Actions 0.95 GitHub Actions is often the strongest choice for small teams because of its generous free tier, direct integration into GitHub repos, simple YAML configuration, and good documentation. The answer explicitly recommends starting with GitHub Actions if you're on GitHub.
  • 4 GitHub Actions 0.95 GitHub Actions is often the strongest choice for small teams because it's free for public repos, integrated directly into GitHub with no context switching, has simple YAML configuration, and the answer concludes 'For most small teams on GitHub, GitHub Actions wins.'
  • 5 GitHub Actions 0.95 Start with GitHub Actions if you're on GitHub—it's integrated, free to start, and you can migrate later if needed. It's the path of least resistance for small teams.
Gemini modal GitHub Actions [GitHub Actions, GitHub Actions, GitHub Actions, GitHub Actions, GitHub Actions] · stability 1.00
  • 1 GitHub Actions 0.95 The answer names GitHub Actions as 'The Clear Winner' and states that for a small engineering team, 'the best CI/CD platform is almost certainly GitHub Actions.'
  • 2 GitHub Actions 0.98 The answer directly states, 'For a small engineering team, the best CI/CD platform is almost certainly GitHub Actions' and labels it 'The Default Winner' for 80% of small teams.
  • 3 GitHub Actions 1.00 For a small engineering team (2–15 developers), the best CI/CD platform is GitHub Actions.
  • 4 GitHub Actions 0.98 The answer labels GitHub Actions as 'The Undisputed Best Overall' and 'the clear winner upfront', noting it has effectively become the industry standard for small-to-medium teams.
  • 5 GitHub Actions 0.95 The assistant calls GitHub Actions 'the undisputed best choice today' and 'The Default Winner' for a small engineering team.

Change over time

No change from the prior run — every model's modal stance held.

Every stance label is a derived judgment over the model's free-text answer, kept auditable against the original transcript in the run's raw data. Method: /methodology.