Index › IT › Products › SonarQube · November 2026 Edition
3 categories · Ranked

SonarQube

#2Best rank (small business)
14/14Models named it
18First choices
41Warnings
November 2026 Edition · all company sizes counted.
Ranked inStatic application security testing #2 small businessApplication security posture management #33Software composition analysis #39
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

“The most widely used, adopted by 59% of developers. It's known for its ease of use, integration with CI/CD pipelines, and broad language support.”Mistral Small · Comparative question · first choice
“I'd recommend starting with SonarQube or Snyk Code due to their balance of features, pricing, and ease of use”GLM 4.7 FlashX · Direct question · first choice
“I would recommend SonarQube (commercial or self‑hosted) as your primary static code security scanner”GLM 4.7 FlashX · Paraphrase question · first choice
“SonarQube and CodeQL are the most widely adopted today, especially for web/backend teams.”GLM 4.7 FlashX · Comparative question · first choice

What gives them pause

“Not a true SAST tool... Inadequate for compliance (PCI-DSS, SOC 2)”Kimi K2 · Negative question · warning
“SonarQube is primarily a code quality platform, not a security-first SAST tool... "should not be used as a sole SAST tool in security-sensitive environments."”DeepSeek V4 Flash · Negative question · warning
“On a typical Java or TypeScript codebase, 40-60% of initial findings require developer review to determine whether they represent actual risk”Claude Haiku 4.5 · Negative question · warning
“SonarQube editions chosen on "security" branding alone: Check which security rules, languages, and taint-analysis capabilities are included”GPT-6 Luna · Negative question · warning

Also on the shortlist

The products named in the same answers as SonarQube, over the 219 answers that named it, and how often each was the first choice instead.

What the models named instead of SonarQube →

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

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 SonarQube 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 178 of the 219 answers that named SonarQube and are not a share of its labels.

Domains cited

safeguard.sh81
checkmarx.com74
appsecsanta.com70
dev.to63
aikido.dev40
g2.com40
gane.ai/indexpublisher (Gane)40
deepsource.com34
securityboulevard.com34
corgea.com32

No domain is on file for SonarQube, so its own site is not marked. Forty 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 SonarQube across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.512025
GPT-5.4 mini02002
Gemini 3.5 Flash04116
Perplexity Sonar04004
Grok 4.2012126
Mistral Small13105
DeepSeek V4 Flash04026
Llama 4 Maverick02103
Qwen 3.7 Flash171110
Kimi K203328
GLM 4.7 FlashX31004
MiniMax M2.504105
GPT-6 Luna03014
Muse Glimmer 30B03115