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

Jit

Jit is an application security posture management platform that orchestrates open-source security tools in the background and unifies multiple code and cloud security scanners · jit.io ↗

#2Best rank (small business)
14/14Models named it
5First choices
1Warnings
November 2026 Edition · all company sizes counted.
Ranked inApplication security posture management #2 small businessAPI security platforms #56Vulnerability management platforms #57
What AI models recommend in ASPM

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

“If your team uses DevOps and wants security as code, Jit is a top pick.”Mistral Small · Paraphrase question · first choice
“Choose Jit if developer workflow integration and codified security policies matter most.”Perplexity Sonar · Paraphrase question · alternative
“specifically identified by analysts as a top choice for startups due to its affordability”Qwen 3.7 Flash · Budget-constrained question · alternative
“Best if: You want low-friction deployment with automated policy-as-code.”Qwen 3.7 Flash · Direct question · alternative

What gives them pause

No model argued against it.

Also on the shortlist

The products named in the same answers as Jit, over the 68 answers that named it, and how often each was the first choice instead.

What the models named instead of Jit →

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 Jit 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 66 of the 68 answers that named Jit and are not a share of its labels.

Domains cited

g2.com46
expertinsights.com30
gane.ai/indexpublisher (Gane)30
appsecsanta.com29
csoonline.com26
safeguard.sh21
aikido.dev20
cycode.com19
checkmarx.com18
github.com18

227 of the 257 domain citations in answers naming Jit came from a third party's page. Thirty 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 Jit across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.501001
GPT-5.4 mini00000
Gemini 3.5 Flash02002
Perplexity Sonar01001
Grok 4.2000000
Mistral Small10102
DeepSeek V4 Flash00000
Llama 4 Maverick00000
Qwen 3.7 Flash02002
Kimi K200101
GLM 4.7 FlashX00101
MiniMax M2.501001
GPT-6 Luna00000
Muse Glimmer 30B00202