Thunderdome B2B SaaS AI Visibility Index

← Code Hosting & Collaboration ranking

Enterprise pick · Prompt 5 of 8 · July 2026

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

“Which code hosting and collaboration platform should a large enterprise standardize on, considering security, compliance, and scale?”

ChatGPT answered 3× this snapshot

For a large enterprise, the realistic shortlist is GitHub Enterprise, GitLab (Self-Managed or Dedicated), and Bitbucket (Atlassian). All three can work, but they differ meaningfully in how they handle security, compliance, and scale. GitHub Enterprise (Cloud or Server) This is the default choice for many large organizations today. It has the most mature ecosystem, strong developer adoption, and solid enterprise…

Named across its answers: 1. GitLab2. Bitbucket3. GitHub4. GitHub Enterprise

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

Who wins this question

Contested Consensus

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

ChatGPTClaudeGemini mentioned · first · avg. pos
GitLab 22222222 8/9 · never first · #2
Bitbucket 3333343 7/9 · never first · #3.1
GitHub Enterprise 11111 5/9 · 5× first · #1
Azure DevOps 44334 5/9 · never first · #3.6
GitHub 1111 4/9 · 4× first · #1
GitLab Self-Managed 2 1/9 · never first · #2
Bitbucket Data Center 3 1/9 · never first · #3
Azure DevOps Server 4 1/9 · never first · #4

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: Codeberg, Gitea, SourceHut, Forgejo, Radicle, AWS CodeCommit, Jira, Linear, CircleCI, Gogs.

Build variants of this question: the Code Hosting & Collaboration prompt tree → ← Previous prompt Next prompt →

Part of the Code Hosting & Collaboration snapshot: 72 answers across 8 prompts. Full category ranking · Compare brands head-to-head · Methodology.