| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Source control hosting | Developer platform | 21% | 2 of 33 | 14% | 81 | accepted challenger | ▲+5Since September 2026: 19% → 24%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Dynamic application security testing | Developer platform | 0% | 40 of 58 | 0% | 1 | under 10 labels · led by OWASP ZAP at 29% |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Source control | 19% | 24% | ▲+5Since September 2026: 19% → 24%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 2 of 33, unchanged |
| DAST | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 40 of 58, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 2 | 3 | 0 | 6 |
| GPT-5.4 mini | 0 | 4 | 1 | 0 | 5 |
| Gemini 3.5 Flash | 1 | 3 | 0 | 2 | 6 |
| Perplexity Sonar | 1 | 1 | 1 | 1 | 4 |
| Grok 4.20 | 1 | 4 | 0 | 1 | 6 |
| Mistral Small | 2 | 2 | 1 | 1 | 6 |
| DeepSeek V4 Flash | 1 | 4 | 0 | 1 | 6 |
| Llama 4 Maverick | 2 | 0 | 3 | 1 | 6 |
| Qwen 3.7 Flash | 2 | 2 | 1 | 1 | 6 |
| Kimi K2 | 0 | 4 | 1 | 1 | 6 |
| GLM 4.7 FlashX | 1 | 3 | 1 | 2 | 7 |
| MiniMax M2.5 | 1 | 4 | 1 | 0 | 6 |
| GPT-6 Luna | 0 | 3 | 3 | 0 | 6 |
| Muse Glimmer 30B | 0 | 4 | 2 | 0 | 6 |
Verbatim evidence the judge attached to positive labels.
“GitLab Ultimate/Premium | Unmatched "single-pane-of-glass" DevOps platform. Exceptional built-in CI/CD, security scanning, and compliance tracking.” Gemini 3.5 Flash · Source control · scale prompt · first choice
“GitLab is a popular choice among developers and offers a free plan with unlimited public and private repositories, making it a cost-effective option” Llama 4 Maverick · Source control · budget prompt · first choice
“I'd recommend starting with a pilot of GitHub Enterprise Server or GitLab Self-Managed, as both offer the best balance of enterprise features” GLM 4.7 FlashX · Source control · scale prompt · first choice
“I would recommend GitLab if you want the best balance of repository hosting, built-in CI/CD, security, and compliance in one platform.” Perplexity Sonar · Source control · paraphrase prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“GitLab SaaS - not budget-friendly for small, scaling teams” Llama 4 Maverick · Source control · negative prompt · hard negative
“GitLab SaaS is also worth caution, since one source describes it as not budget-friendly for small, scaling teams” Perplexity Sonar · Source control · negative prompt · soft negative
“GitLab (Self-hosted) | ⚠️ Be cautious - Critical CVEs and configuration risks require expertise” DeepSeek V4 Flash · Source control · negative prompt · soft negative
“GitLab SaaS | CAUTION | High costs for scaling teams ("Budget Trap").” Qwen 3.7 Flash · Source control · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 218 of the 250 answers that named GitLab and are not a share of its labels.
528 of the 597 domain citations in answers naming GitLab came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 2,282 | undated | SAST, Feature flags | ||
| Conference or event | 588 | undated | |||
| Template or tool | 247 | undated | |||
| News or press | 219 | undated | |||
| Case study | 96 | undated | |||
| Report or ebook | 19 | 0 | 2024-07-01 | ||
| Comparison | 12 | 1 | 2026-09-16 | SAST | |
| Webinar or virtual event | 10 | 1 | 2026-10-06 | ||
| Glossary or explainer | 6 | 0 | 2025-05-29 | ||
| Podcast or video | 2 | 0 | 2019-07-03 |
As the event pages on gitlab.com state them, read September 28, 2026.
Every page gitlab.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What GitLab's own pages state, read September 28, 2026: gitlab.com, trust.gitlab.com, gitlab.com/gitlab-org/fulfillment/platform. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when GitLab's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as GitLab, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for GitLab by email, built from the raw record of the edition. It shows:
GitLab is among the products AI models recommend first in Source control hosting this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.