Use-case fit · Prompt 2 of 8 · September 2026

A real buyer question from the September 2026 snapshot, asked 3× to each of the three models. 9 answers recorded.

“Our engineering team of 25 needs pull requests, code review, and CI pipelines in one place. What should we use?”

ChatGPT answered 3× this snapshot

For a 25-person engineering team that wants pull requests + code review + CI pipelines in one place, the strongest default recommendation is: GitHub Specifically: GitHub Enterprise Cloud or GitHub Team GitHub Pull Requests GitHub Actions for CI/CD Optional: GitHub Advanced Security if security matters Why GitHub is the best default For a team your size, GitHub usually wins on: Best-in-class pull request workflow…

Named across its answers: 1. GitHub2. GitLab3. Bitbucket4. Azure DevOps

Verbatim excerpt from one collected ChatGPT answer; formatting flattened, words untouched.

GitHub swept every answer, earning the first recommendation slot all 9 times while GitLab held a consistent second-place position across all three models. For any brand not named GitHub or GitLab, AI visibility on this specific buyer question is effectively zero.

AI-generated read of the September 2026 measurements.

Who wins this question

Owned Consensus

All three models name GitHub, GitLab, Bitbucket and Azure DevOps on this question.

ChatGPT

Claude

Gemini mentioned · first · avg. pos

GitHub 111111111 9/9 · 9× first · #1

GitLab 222222222 9/9 · never first · #2

Bitbucket 3433334 7/9 · never first · #3.3

Azure DevOps 3443 4/9 · never first · #3.5

CircleCI 4 1/9 · never first · #4

Jenkins 5 1/9 · never first · #5

Each square is one collected answer; the number is the brand's position in that answer. Lime = the very first recommendation. Unlinked brands were named by the models here but sit outside this category's published top 15 overall. Never mentioned here: Gitea, Forgejo, SourceHut, Codeberg, Radicle, AWS CodeCommit, GitLab Ultimate, Replit, Gogs, Bitbucket Data Center, Fossil.