Index › IT › Products › GitHub Advanced Security · November 2026 Edition
4 categories · Ranked

GitHub Advanced Security

GitHub Advanced Security is a code security product from GitHub that scans code inside GitHub-based development workflows, using CodeQL · github.com ↗

#6Best rank (mid-market)
14/14Models named it
3First choices
13Warnings
November 2026 Edition · all company sizes counted.
Ranked inStatic application security testing #6 mid-marketSoftware composition analysis #16Application security posture management #51AI security platforms #139
What AI models recommend in SAST

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

“GitHub Advanced Security (CodeQL code scanning) is often the best default choice if your engineering team already uses GitHub”GPT-5.4 mini · Direct question · first choice
“Choose Snyk or GitHub if your priority is developer adoption, fast fixes, and frictionless integration.”Gemini 3.5 Flash · Comparative question · first choice
“Platform Native: *GitHub Advanced Security (GHAS) or GitLab Ultimate* (Ideal if you are already heavily committed to GitHub or GitLab”Gemini 3.5 Flash · Scale-constrained question · alternative
“You already use GitHub extensively and want deep repository-native analysis | GitHub Advanced Security / CodeQL”Perplexity Sonar · Paraphrase question · alternative

What gives them pause

“May be insufficient as a standalone program for complex SBOM, license, or multi-repository governance”Perplexity Sonar · Direct question · warning
“GitHub Advanced Security (not a true ASPM, but often marketed as one)”DeepSeek V4 Flash · Negative question · warning

Also on the shortlist

The products named in the same answers as GitHub Advanced Security, over the 113 answers that named it, and how often each was the first choice instead.

What the models named instead of GitHub Advanced Security →

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

At a glance

Stated on GitHub Advanced Security's own site, not checked by Gane.

For
enterprises
Certifications
SOC 2, GDPR
Customers named
SAP, Otto Group, SPH Media, Postmates
Visit github.com ↗

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 GitHub Advanced Security 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 78 of the 113 answers that named GitHub Advanced Security and are not a share of its labels.

Domains cited

safeguard.sh37
checkmarx.com31
g2.com24
dev.to21
securityboulevard.com20
aikido.dev14
appsecsanta.com13
gane.ai/indexpublisher (Gane)12
startupstash.com12
deepsource.com11

183 of the 195 domain citations in answers naming GitHub Advanced Security came from a third party's page. Twelve were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.

Pages cited

Pages are listed as the models cited them.

By model

How each model answered on GitHub Advanced Security across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.500202
GPT-5.4 mini12003
Gemini 3.5 Flash15107
Perplexity Sonar02013
Grok 4.2003508
Mistral Small00101
DeepSeek V4 Flash00112
Llama 4 Maverick00101
Qwen 3.7 Flash04004
Kimi K204105
GLM 4.7 FlashX00000
MiniMax M2.501102
GPT-6 Luna01001
Muse Glimmer 30B01102