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September 2026 snapshot · 72 AI answers Leader emerging

Code Hosting & Collaboration: AI Visibility Ranking

Git hosting and code collaboration platforms for pull requests, code review, and CI integration. Right now, GitHub is the brand AI assistants recommend most, with a Visibility Score of 88 and the #1 spot in 88% of answers. Head-to-head: GitHub vs GitLab →

These rankings are measured from what the three models know from training, not a live web search. When the models DO search the web, see which sources they cite. Methodology.

GitLab and GitHub trade blows with no separator between them.

A 1.5-point gap separates GitLab and GitHub at the top, yet the two brands tell opposite stories: GitHub converts 78% of its mentions into first-pick position while GitLab converts under 6%, meaning GitLab shows up more but rarely leads the recommendation. Bitbucket sits in a strange middle ground, mentioned in 81% of answers but never chosen first, making it a persistent also-ran. Azure DevOps scores just 30 overall and gets its strongest signal from Gemini at 40, suggesting even its best case is weak visibility.

AI-generated analysis of the September 2026 measurements.

# Brand Visibility Score Trend (3 mo) Mention rate Avg. position #1 pick rate Models
1 GitHub
88
±0
Jul 2026: 87.4 · Aug 2026: 87.5 · Sep 2026: 87.5 flat 88% 1.0 88% ChatGPT #1 Claude #1 Gemini #1
2 GitLab
79
±3.7
Jul 2026: 79.6 · Aug 2026: 78.3 · Sep 2026: 79.3 flat 88% 1.9 6% ChatGPT #2 Claude #2 Gemini #2
3 Bitbucket
64
±5.8
Jul 2026: 56.8 · Aug 2026: 65.1 · Sep 2026: 63.6 flat 81% 3.1 0% ChatGPT #3 Claude #3 Gemini #3
4 Azure DevOps
30
±5.1
Jul 2026: 32.6 · Aug 2026: 27.2 · Sep 2026: 30.3 flat 43% 4.0 0% ChatGPT #4 Claude #4 Gemini #4
5 Gitea
11
±4.8
Jul 2026: 13.2 · Aug 2026: 15.6 · Sep 2026: 11.1 flat 14% 3.0 3% ChatGPT #5 Claude #5 Gemini #9
6 Forgejo
10
±4
Jul 2026: 11.9 · Aug 2026: 12.4 · Sep 2026: 10.1 flat 14% 3.7 0% ChatGPT #6 Claude #8 Gemini #6
7 SourceHut
10
±3.8
Jul 2026: 12.9 · Aug 2026: 11.3 · Sep 2026: 10 flat 14% 3.8 0% ChatGPT #7 Claude #6 Gemini #10
8 Codeberg
9
±2.7
Jul 2026: 14.6 · Aug 2026: 16.3 · Sep 2026: 9.3 ▼ 7 13% 3.6 4% ChatGPT #11 Claude #7 Gemini #5
9 Radicle
8
±1.8
Jul 2026: 7.6 · Aug 2026: 9.3 · Sep 2026: 7.8 flat 14% 5.4 0% ChatGPT #10 Claude #9 Gemini #7
10 AWS CodeCommit
5
±1.9
Jul 2026: 7.1 · Aug 2026: 3.5 · Sep 2026: 5 flat 10% 5.9 0% ChatGPT #8 Claude #11 Gemini #14
11 GitLab Ultimate
4
±0
Aug 2026: 1.3 · Sep 2026: 3.8 ▲ 3 4% 2.0 0% ChatGPT Claude Gemini #8
12 Replit
3
±1
Jul 2026: 1.9 · Aug 2026: 1.8 · Sep 2026: 2.6 flat 4% 4.7 0% ChatGPT Claude Gemini #11
13 Gogs
2
±2.2
Jul 2026: 1.9 · Aug 2026: 1.1 · Sep 2026: 2.2 flat 3% 3.0 0% ChatGPT Claude #10 Gemini
14 Bitbucket Data Center
2
±2.9
Jul 2026: 1.1 · Aug 2026: 1.1 · Sep 2026: 2.1 flat 3% 3.5 0% ChatGPT #9 Claude Gemini #13
15 Fossil
2
±1.9
Jul 2026: 1.8 · Aug 2026: 1.5 · Sep 2026: 2.1 flat 4% 6.0 0% ChatGPT Claude #12 Gemini #12

The ± under each score is the reliability band: how much the number would move if we re-ran the identical measurement. It is tight because each prompt is sampled multiple times. It is not the same as how much the ranking depends on which prompts we ask — a separate, wider figure shown on hover.

Just below the cutoff: Jira (1.8), CircleCI (1.8), Jenkins (1.8), GitLab Enterprise (1.3), Dependabot (1.1). 41 brands were scored in this category; the leaderboard shows the top 15.

Visibility Score: position-weighted presence across all measured answers, 0 to 100. A score of 100 means the brand was the first recommendation in every answer. Every point in a trend line is a live monthly measurement; there is no modeled or backfilled history. Full methodology.

Openness 13/100: the share of this category's recommendation weight not held by the leader.

Compare brands in Code Hosting & Collaboration head-to-head →  ·  Explore the prompt tree →

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Do the models agree?

Per-model Visibility Scores for the top 10. A long gray bar means the three assistants disagree about the brand. Hover a row for exact values.

ChatGPT Claude Gemini
0 25 50 75 100 Visibility Score · 0 = never mentioned, 100 = always the first recommendation GitHub GitLab Bitbucket Azure DevOps Gitea Forgejo SourceHut Codeberg Radicle AWS CodeCommit

Where they land in the answer

When a brand is mentioned, where does it appear? Box shows the middle 50% of positions, the thick line is the median, whiskers are the extremes. Hover a row for the detail.

1 2 3 4 5 6 7 8 9 Position in the answer · 1 = the first product recommended GitHub GitLab Bitbucket Azure DevOps Gitea Forgejo SourceHut Codeberg Radicle AWS CodeCommit

What each model recommends first

ChatGPT

gpt-5.4

1 GitHub
88
2 GitLab
88
3 Bitbucket
67
4 Azure DevOps
19
5 Gitea
10

Claude

claude-sonnet-4-6

1 GitHub
88
2 GitLab
83
3 Bitbucket
63
4 Azure DevOps
32
5 Gitea
13

Gemini

gemini-3-flash-preview

1 GitHub
88
2 GitLab
68
3 Bitbucket
61
4 Azure DevOps
40
5 Codeberg
15

The questions we asked

Each model answered every prompt 3 times in September 2026. Prompts are brand-neutral so no vendor gets seeded into the question.

  1. Best overall
    What's the best platform for hosting our Git repositories? See who wins it →
  2. Use-case fit
    Our engineering team of 25 needs pull requests, code review, and CI pipelines in one place. What should we use? See who wins it →
  3. Top tools in 2026
    What are the top code hosting and collaboration platforms in 2026? See who wins it →
  4. Startup & small team
    Which Git hosting platform is best for a startup engineering team? See who wins it →
  5. Enterprise pick
    Which code hosting and collaboration platform should a large enterprise standardize on, considering security, compliance, and scale? See who wins it →
  6. Feature-led ask
    I want built-in CI/CD and code review workflows tied directly to our repos. What do you recommend? See who wins it →
  7. If you could pick one
    If you could only pick one code hosting platform, which one and why? See who wins it →
  8. Budget & alternatives
    What's a good alternative to the biggest code hosting platforms? See who wins it →