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 “For most small teams the best default is GitHub Actions (if you use GitHub).” The answer explicitly recommends GitHub Actions as the best default for small teams.
  • 2 GitHub Actions 0.90 Answer states: “For most small teams the fastest, lowest-friction wins: GitHub Actions if you use GitHub,” and the quick decision guide starts: “Repo on GitHub -> start with GitHub Actions.”
  • 3 GitHub Actions 0.85 The answer says the simplest choice is the CI integrated with your Git host — typically GitHub Actions — and explicitly recommends: 'If you use GitHub: start with GitHub Actions.'
  • 4 GitHub Actions 0.90 The answer lists multiple options but places GitHub Actions first and states it is “Good for most small teams” and ‘Best if you already use GitHub’ as the top recommendation.
  • 5 GitHub Actions 0.95 “Short answer: for most small engineering teams the best default is GitHub Actions — easiest to start with, deeply integrated if you use GitHub, generous free tier…”
Claude modal GitHub Actions [GitHub Actions, GitHub Actions, GitHub Actions, GitHub Actions, GitHub Actions] · stability 1.00
  • 1 GitHub Actions 0.92 GitHub Actions is described as 'often the strongest choice' for small engineering teams because it's free, requires minimal setup if already on GitHub, scales well, and has good documentation and community support.
  • 2 GitHub Actions 0.92 GitHub Actions is identified as 'often the strongest choice' for small teams, highlighted as requiring 'zero extra setup if you're already there' with a 'generous free tier' and 'minimal setup if you're already on GitHub'.
  • 3 GitHub Actions 0.95 The answer states 'Start with GitHub Actions unless you have specific needs pulling you elsewhere. It's free, integrated, and you won't outgrow it quickly.' and identifies it as 'often the winner' for small teams.
  • 4 GitHub Actions 0.95 GitHub Actions is often the strongest choice because it's free for public repos, already integrated if using GitHub, has low setup friction, and scales well. The answer explicitly recommends: 'Start with GitHub Actions unless you have a specific reason not to.'
  • 5 GitHub Actions 0.92 The answer explicitly states 'Start with GitHub Actions if on GitHub' and describes it as 'often the best default' with 'low friction' for small teams already using GitHub.
Gemini modal GitHub Actions [GitHub Actions, GitHub Actions, GitHub Actions, GitHub Actions, GitHub Actions] · stability 1.00
  • 1 GitHub Actions 0.95 The text explicitly names GitHub Actions as 'The Clear Winner' and states that for most small engineering teams it is the best CI/CD platform.
  • 2 GitHub Actions 0.95 The answer calls GitHub Actions 'The Default Winner' and states it is 'the undisputed best choice for 90% of small teams.'
  • 3 GitHub Actions 0.90 Labeled as 'The Default Winner' with the recommendation: 'If your code is already on GitHub, stop looking and use GitHub Actions.'
  • 4 GitHub Actions 0.90 Identifies GitHub Actions as 'The Default Best Choice' and notes 'If your code is in GitHub, stop looking and use GitHub Actions. It has effectively become the industry standard for small-to-medium teams.'
  • 5 GitHub Actions 0.95 The answer identifies GitHub Actions as 'The Undisputed Winner for Most Teams' and the default choice 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.