# JFrog Pipelines: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/jfrog-pipelines

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [CI/CD platforms](https://www.gane.ai/index/it/developer/ci-cd-platforms/index.md) | 0% | 46 | 100% | 1 |

## And against it

- "The clearest platform to avoid for a new deployment is JFrog Pipelines: it reached end of life" (GPT-6 Luna, CI/CD)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| 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 | 1 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named JFrog Pipelines, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- content.govdelivery.com: 1
- docs.gitlab.com: 1
- docs.jfrog.com: 1 (its own site)
- github.blog: 1
- jenkins.io: 1

### Pages cited

- https://content.govdelivery.com/accounts/USDHSCISA/bulletins/419668f: 1
- https://docs.gitlab.com/runner/security: 1
- https://docs.jfrog.com/releases/docs/pipeline-deprecation-end-of-life: 1
- https://github.blog/news-insights/company-news/the-august-17-outage-and-the-work-ahead: 1
- https://jenkins.io/security/advisories: 1

## In its own words

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

- Free plan or trial: Free Trial (https://jfrog.com/)
- Integrations claimed: 100 (https://jfrog.com/)
- Hosting: Amazon AWS, Microsoft Azure, Google Cloud
- Customers named: Credit Karma, FFF Enterprises, Deloitte, Autonomous Robotics Research Center, TII (Technology Innovation Institute), Informatica, Oracle

## 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.
