# JFrog: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 2 categories by 5 of 14 models. Page: https://www.gane.ai/index/it/vendors/jfrog

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Software composition analysis](https://www.gane.ai/index/it/developer/software-composition-analysis/index.md) | 0% | 32 | 25% | 4 |
| [Cloud security posture management](https://www.gane.ai/index/it/cloud/cloud-security-posture-management/index.md) | 0% | 32 | 0% | 1 |

## What the models said for it

- "Choose Black Duck / FOSSA / JFrog Xray if legal/compliance, deep license policy, SBOM management and centralized governance for regulated teams are primary." (Muse Glimmer 30B, SCA)
- "Snyk or JFrog - If development-focused" (Claude Haiku 4.5, CSPM)

## And against it

- "commercial tools like Snyk, Mend, Black Duck, or JFrog, which are typically feature-rich but paid" (GPT-5.4 mini, SCA)

## 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 | 1 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named JFrog, from 10 of the 11 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 8
- blackduck.com: 5
- res.cloudinary.com: 5
- sonatype.com: 4
- blog.jetbrains.com: 3
- checkmarx.com: 3
- forrester.com: 3
- github.com: 3
- linuxfoundation.org: 3
- mazehq.com: 3

### Pages cited

- https://g2.com/categories/software-composition-analysis: 5
- https://res.cloudinary.com/snyk/image/upload/v1731508416/website-pdfs/The-Forrester-Wave-Software-Composition-Analysis-Software-Q4-2024.pdf: 5
- https://forrester.com/report/the-forrester-wave-tm-software-composition-analysis-software-q4-2024/RES181655: 3
- https://linuxfoundation.org/hubfs/Reports/An-Open-Guide-To-Evaluating-Software-Composition-Analysis-Tools_V2.pdf: 3
- https://mazehq.com/learn/sca-tools: 3
- https://sonatype.com/compare/best-sca-tools: 3
- https://about.gitlab.com/compare/gitlab-vs-github/github-azure-migration: 2
- https://blackduck.com/: 2

## In its own words

What JFrog's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Software Supply Chain Platform for DevOps & Security (https://jfrog.com/)
- For: DevOps & Security (https://jfrog.com/)
- Price stated: Pro $150 / Month; Enterprise X Starting at: $950 / Month; Enterprise + Custom Pricing: Let's Talk; Pro X Starting at $27,000 / Year; Enterprise X Starting at: $51,000 / Year (https://jfrog.com/pricing)
- Starting price: 50 / Month (https://jfrog.com/pricing)
- Free plan or trial: Free Trial (https://jfrog.com/)
- Integrations claimed: 100 (https://jfrog.com/)
- Certifications: HIPAA, FedRAMP
- Hosting: Amazon AWS, Microsoft Azure, Google Cloud, in-region
- Customers named: Deloitte, Spot (by NetApp), FFF Enterprises, Adyen, Ledger, SAS, Siemens, LY Corporation

## What it publishes

Every page jfrog.com exposes, read 2026-09-29: 10009 addresses. By kind, pages and the last 90 days:

- blog: 959 pages, 0 in the last 90 days, latest 2021-04-07
- case study: 18 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 210 pages, 0 in the last 90 days, latest 2026-03-11
- conference or event: 43 pages, 1 in the last 90 days, latest 2026-07-28
- report or ebook: 91 pages, 0 in the last 90 days, latest undated
- comparison: 59 pages, 0 in the last 90 days, latest undated
- template or tool: 9 pages, 0 in the last 90 days, latest 2021-02-09
- glossary or explainer: 139 pages, 1 in the last 90 days, latest 2026-07-28
- podcast or video: 1 pages, 0 in the last 90 days, latest 2022-05-05
- news or press: 106 pages, 0 in the last 90 days, latest undated
- Recent: 2026-07-28 glossary or explainer: What is artifactory jfrog https://jfrog.com/blog/what-is-artifactory-jfrog
- Recent: 2026-07-28 conference or event: Jfrog to present at upcoming investor conferences 3 https://jfrog.com/press-room/jfrog-to-present-at-upcoming-investor-conferences-3
- Recent: 2026-03-11 webinar or virtual event: Webinar recap forrester tool consolidation future of appsec https://jfrog.com/blog/webinar-recap-forrester-tool-consolidation-future-of-appsec
- Recent: 2022-05-05 podcast or video: 8 of the best machine learning podcasts to listen to in 2022 https://jfrog.com/blog/8-of-the-best-machine-learning-podcasts-to-listen-to-in-2022
- Recent: 2021-04-07 blog: Npm flies with jfrog cli https://jfrog.com/blog/npm-flies-with-jfrog-cli
- Recent: 2021-02-09 template or tool: Cloud native ci cd the ultimate checklist https://jfrog.com/blog/cloud-native-ci-cd-the-ultimate-checklist

## 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.