# Jit: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 13 judge labels across 3 categories by 9 of 14 models. Page: https://www.gane.ai/index/it/vendors/jit

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Application security posture management](https://www.gane.ai/index/it/developer/application-security-posture-management/index.md) | 2% | 9 | 0% | 11 |
| [API security platforms](https://www.gane.ai/index/it/security/api-security-platforms/index.md) | 0% | 56 | 0% | 1 |
| [Vulnerability management platforms](https://www.gane.ai/index/it/security/vulnerability-management-platforms/index.md) | 0% | 57 | 0% | 1 |

## What the models said for it

- "If your team uses DevOps and wants security as code, Jit is a top pick." (Mistral Small, ASPM)
- "Choose Jit if developer workflow integration and codified security policies matter most." (Perplexity Sonar, ASPM)
- "specifically identified by analysts as a top choice for startups due to its affordability" (Qwen 3.7 Flash, API security)
- "Best if: You want low-friction deployment with automated policy-as-code." (Qwen 3.7 Flash, ASPM)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 1 | 0 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 2 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named Jit, from 66 of the 68 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 46
- expertinsights.com: 30
- gane.ai/index: 30
- appsecsanta.com: 29
- csoonline.com: 26
- safeguard.sh: 21
- aikido.dev: 20
- cycode.com: 19
- checkmarx.com: 18
- github.com: 18

### Pages cited

- https://g2.com/categories/application-security-posture-management-aspm/small-business: 34
- https://expertinsights.com/application-security/the-top-application-security-posture-management-aspm-tools: 29
- https://csoonline.com/article/4041891/aspm-buyers-guide-seven-products-to-help-secure-your-applications.html: 26
- https://appsecsanta.com/aspm-tools: 24
- https://www.gane.ai/index/it/developer/application-security-posture-management/smb: 22
- https://guideflow.com/blog/aspm-software: 16
- https://checkmarx.com/learn/aspm/best-aspm-tools-5-platforms-to-watch-in-2026: 15
- https://cycode.com/blog/best-application-secuirty-posture-management-tools: 12

## What it publishes

Every page jit.io exposes, read 2026-10-05: 5 addresses. By kind, pages and the last 90 days:


## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.