Index › IT › Products › GitLab SAST · November 2026 Edition
Static application security testing · Ranked

GitLab SAST

GitLab SAST is a static application security testing product from GitLab · gitlab.com ↗

#8Best rank (mid-market)
12/14Models named it
2First choices
3Warnings
November 2026 Edition · all company sizes counted.
Ranked inStatic application security testing #8 mid-market
What AI models recommend

Read the same way at every company size.

The standing depends on who is buying. Every model is asked the same questions for each company size.

Why models recommend it

“the built-in SAST engines ... provide a single pane of glass without extra vendor procurement”Gemini 3.5 Flash · Paraphrase question · alternative
“Choose GitLab SAST when GitLab is already the central development and CI/CD platform.”Perplexity Sonar · Comparative question · alternative
“Choose GitHub CodeQL or GitLab SAST if you want an all-in-one developer platform”Gemini 3.5 Flash · Comparative question · alternative
“The Best "Native Ecosystem" Choice: GitHub Advanced Security (GHAS) or GitLab Ultimate”Qwen 3.7 Flash · Direct question · alternative

What gives them pause

“relies on open-source scanners with higher noise”Claude Haiku 4.5 · Comparative question · warning

Also on the shortlist

The products named in the same answers as GitLab SAST, over the 30 answers that named it, and how often each was the first choice instead.

What the models named instead of GitLab SAST →

A side-by-side page exists where both products are among a category's top eight.

At a glance

Stated on GitLab SAST's own site, not checked by Gane.

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How this is measured

Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.

Gane sells AI visibility software. No company can pay to change a result.

Read the method →

Sources returned with these answers

The sites and pages the answers that named GitLab SAST came back with. A fact about retrieval, not a cause of the answer.

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 24 of the 30 answers that named GitLab SAST and are not a share of its labels.

Domains cited

safeguard.sh14
checkmarx.com10
dev.to10
appsecsanta.com9
softwareadvice.com9
securityboulevard.com7
corgea.com6
cybersecuritynews.com6
fluidattacks.com6
startupstash.com6

Eighty-three of the eighty-three domain citations in answers naming GitLab SAST came from a third party's page.

Pages cited

Pages are listed as the models cited them.

By model

How each model answered on GitLab SAST across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.500011
GPT-5.4 mini00000
Gemini 3.5 Flash02002
Perplexity Sonar01001
Grok 4.2001102
Mistral Small00101
DeepSeek V4 Flash00000
Llama 4 Maverick00000
Qwen 3.7 Flash01001
Kimi K200101
GLM 4.7 FlashX01001
MiniMax M2.500000
GPT-6 Luna00101
Muse Glimmer 30B00101