Index › IT › Products › Garak · November 2026 Edition
AI security platforms · Named, not ranked

Garak

–Too few to rank
3/14Models named it
2First choices
0Warnings
November 2026 Edition · all company sizes counted.
Ranked inAI security platforms #14 mid-market
What AI models recommend

Named, too few times to rank.

A product needs 10 labels in a category before a share is stated. Garak has 2.

Why models recommend it

“paired with Garak (for security testing). This combination gives you standard enterprise-grade LLM security at $0 in vendor licensing costs”Gemini 3.5 Flash · Budget-constrained question · first choice
“the most suitable tool for a mid-sized B2B company would be Garak, as it is an LLM vulnerability scanner”Llama 4 Maverick · Paraphrase question · first choice

What gives them pause

No model argued against it.

Also on the shortlist

The products named in the same answers as Garak, over the 3 answers that named it, and how often each was the first choice instead.

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 Garak 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 3 of the 3 answers that named Garak and are not a share of its labels.

Domains cited

aimultiple.com2
github.com2
owasp.github.io2
safeguard.sh2
acronis.com1
ai-industry-reviews.com1
aitoolfinder.ai1
apis.io1
aws.amazon.com1
bluehost.com1

No domain is on file for Garak, so its own site is not marked.

Pages cited

Pages are listed as the models cited them.

By model

How each model answered on Garak across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash10001
Perplexity Sonar00000
Grok 4.2000000
Mistral Small00000
DeepSeek V4 Flash00000
Llama 4 Maverick10001
Qwen 3.7 Flash00000
Kimi K200000
GLM 4.7 FlashX00000
MiniMax M2.500000
GPT-6 Luna00000
Muse Glimmer 30B00000