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IT AI Index
Index › Products › GitLab · October 2026 Edition
2 categories · Ranked

GitLab

260Judge labels
37First choices
35Negative labels
14 / 14Models named it
2Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.
Best standing
30% in Source control for enterprise buyers
Rank 2 of 33 in the mid-market standingaccepted challenger
1 of 14 models made it the first choice on the direct prompt; 14% of its 81 labels there were negative.
What the models named instead of GitLab →
By buyer segmentStrongest at enterprise.
In source control · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named GitLab for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
Source control hostingDeveloper platform21%2 of 3314%81accepted 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 testingDeveloper platform0%40 of 580%1under 10 labels · led by OWASP ZAP at 29%

Movement

Since September 2026, GitLab held within the floor in all two categories: no change cleared 11 points.

Best category · Source control · by segment

Small business▲+1Since September 2026: 13% → 14%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.
14%from 13% in September 2026
Inside the floor by 10 pointsRank 2 of 20, unchanged
Mid-market▲+5Since September 2026: 19% → 24%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
24%from 19% in September 2026
Inside the floor by 6 pointsRank 2 of 29, unchanged
Enterprise▲+7Since September 2026: 28% → 35%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
35%from 28% in September 2026
Inside the floor by 4 pointsRank 2 of 36, unchanged

All categories · Mid-market

CategorySeptember 2026NowChangeReadingRank
Source control19%24%▲+5Since September 2026: 19% → 24%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Within noiseRank 2 of 33, unchanged
DAST0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 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

By model

How each model treated GitLab across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
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ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.512306
GPT-5.4 mini04105
Gemini 3.5 Flash13026
Perplexity Sonar11114
Grok 4.2014016
Mistral Small22116
DeepSeek V4 Flash14016
Llama 4 Maverick20316
Qwen 3.7 Flash22116
Kimi K204116
GLM 4.7 FlashX13127
MiniMax M2.514106
GPT-6 Luna03306
Muse Glimmer 30B04206

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct41 labels3
Paraphrase44 labels12
Comparative44 labels7not counted in share
Budget-constrained44 labels12
Scale-constrained39 labels10
Negative48 labels6not counted in share
First choiceAlternativeMentionNegative260 labels in all, every segment counted; 37 of the 50 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

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

And against it

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

Named alongside

The products named in the same answers as GitLab, over the 250 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and GitLab was named but was not.
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ProductSame answerTook the first choice insteadHead to head
GitHub234 of 250118Compare →
AWS CodeCommit42 of 2500Not among the top eight
Forgejo37 of 2504Not among the top eight
Codeberg20 of 2502Not among the top eight
SourceForge20 of 2500Not among the top eight
SourceHut16 of 2500Not among the top eight
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named GitLab. A fact about retrieval, not a lever on the model.

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.

Domains cited

g2.com85
about.gitlab.comYour site69
it-ai-index.com66
guptadeepak.com60
github.com59
guideflow.com56
docs.github.com55
us.fitgap.com54
bitbucket.org53
zipdo.co40

528 of the 597 domain citations in answers naming GitLab came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Search and answers

gitlab.com ranks 4 on Google for the category's searches. In the answers, GitLab takes 21% of first choices and GitHub takes 70%.
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In search

Google, US estimates
Position for “source control hosting platform”
7
Position for “source control hosting platforms”
4
Searches for its name, Google
90,500 a month (“gitlab”)
AI search demand for its name, est.
4,844 a month
Organic visits to its site
about 603,028 a month
Searches its site ranks for
45,795 · 4,976 in the top three
Sites linking to it
200,375
Paid Google search
4 searches its ads show for, about 39 clicks and $884 a month (estimate)
Ads on GoogleDetailLess
99+ ads · 61 text, 29 video, 9 image · 66 shown in the last 30 days

First shown October 2021, as The Marketing Practice Inc, verified. Ads started 2025-10 to 2026-09: 76 in the year, 23 before. 21 more by other advertisers linking to it.

On Google's pages: 1 2 3 4

In answers

This edition
Share of first choices
21%
rank 2 of 33 in source control
Segment leader
70%
GitHub
First choices
37 across its categories
Named in
250 answers
Its own site cited
in 218 of the answers that named it

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.

What it publishes

ShowHide
Addresses on gitlab.com
25,331
subdomains included
Content
3,481
counted in the table below
Documentation
71
Product · Integration
166 · 9
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog2,282undatedSAST, Feature flags
Conference or event588undated
Template or tool247undated
News or press219undated
Case study96undated
Report or ebook1902024-07-01
Comparison1212026-09-16SAST
Webinar or virtual event1012026-10-06
Glossary or explainer602025-05-29
Podcast or video202019-07-03

Most recent

Events in person

Upcoming
Last twelve months

As the event pages on gitlab.com state them, read September 28, 2026.

How it is countedHide how it is counted

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.

Names read as GitLab

What the judge wrote, as written, with how often. The vendor table decides that these count as GitLab; a claim can dispute any of them.
GitLab Ultimate 4GitLab Free 3GitLab SaaS 3GitLab (SaaS) 2GitLab CE 2GitLab (SaaS Version) 1GitLab CE (self-hosted) 1GitLab Premium 1GitLab Self-Managed 1

Follow GitLab

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.

The company

GitLab is its own company.
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In its own words

Stated by the vendor, not checked
Positioning
The intelligent orchestration platform for DevSecOps, enabling teams and agents to ship trusted software at enterprise scale.
For
teams and agents
Price stated
Commit once, adjust anytime with flexible pricing gitlab.com
Free plan or trial
Get free trial gitlab.com
Certifications
CCPACSA STARCSA Trusted Cloud ProviderGDPRISO/IEC 27001ISO/IEC 27017:2015ISO/IEC 27018:2019ISO/IEC 42001:2023
Customers named
nvidiabarclayslockheed martinthalesericssondeutsche telekomagodaHackerOne
Not stated on the pages read
Starting price, integrations, hosting

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.

Is this your product?

Claim this page

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.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for GitLab by email, built from the raw record of the edition. It shows:

  • where GitLab is named, by buyer and by framing, and which cells hold its first choices;
  • the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
  • its vocabulary against the segment leader's, and the pages the models cited;
  • who was chosen in the answers that did not name GitLab, and every reason the record gives;
  • a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
  • one page of published figures cleared to show a buyer.
The subscriber app

A verification link goes to your work email; an address at gitlab.com is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.

Badges

Wins only: a badge exists where GitLab is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.
ShowHide

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.

Wide · 320 × 104 Website, beside other badges
Among AI models' top three in Source control hosting, October 2026 Edition, IT AI Recommendation Index
Show the code
<a href="https://it-ai-index.com/developer/source-control-hosting/"><img src="https://it-ai-index.com/badges/2026-10/gitlab--source-control-hosting-wide.svg" alt="Among AI models' top three in Source control hosting, October 2026 Edition, IT AI Recommendation Index" width="320" height="104"></a>

Copy the code as it is. The link is part of the badge: it points at the Source control hosting standing, where the claim can be checked.

Square · 240 × 240 LinkedIn, slides
Among AI models' top three in Source control hosting, October 2026 Edition, IT AI Recommendation Index
Show the code
<a href="https://it-ai-index.com/developer/source-control-hosting/"><img src="https://it-ai-index.com/badges/2026-10/gitlab--source-control-hosting-square.svg" alt="Among AI models' top three in Source control hosting, October 2026 Edition, IT AI Recommendation Index" width="240" height="240"></a>

Copy the code as it is. The link is part of the badge: it points at the Source control hosting standing, where the claim can be checked.

Compact · 200 × 56 Email signature, footer
Among AI models' top three in Source control hosting, October 2026 Edition, IT AI Recommendation Index
Show the code
<a href="https://it-ai-index.com/developer/source-control-hosting/"><img src="https://it-ai-index.com/badges/2026-10/gitlab--source-control-hosting-compact.svg" alt="Among AI models' top three in Source control hosting, October 2026 Edition, IT AI Recommendation Index" width="200" height="56"></a>

Copy the code as it is. The link is part of the badge: it points at the Source control hosting standing, where the claim can be checked.

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.