# JFrog Cloud: 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-cloud

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Artifact and container registries](https://www.gane.ai/index/it/developer/artifact-and-container-registries/index.md) | 0% | 38 | 0% | 1 |

## What the models said for it

- "*Want managed?* → JFrog Cloud, Cloudsmith, or cloud-native" (Kimi K2, Artifact registries)

## 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 | 1 | 0 | 0 | 1 |
| 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 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named JFrog Cloud, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- aws.amazon.com: 2
- jfrog.com: 2 (its own site)
- nvlpubs.nist.gov: 2
- aquasec.com: 1
- assets.kpmg.com: 1
- ciopages.com: 1
- cisa.gov: 1
- cloudrepo.io: 1
- cloudsmith.com: 1
- container-registry.com: 1

### Pages cited

- http://learn.microsoft.com/en-us/troubleshoot/azure/azure-container-instances/configuration-setup/docker-hub-rate-limit-registryerrorresponse: 1
- https://aquasec.com/blog/250m-artifacts-exposed-via-misconfigured-registries: 1
- https://aquasec.com/blog/supply-chain-threats-using-container-images: 1
- https://assets.kpmg.com/content/dam/kpmgsites/in/pdf/2024/10/securing-your-digital-supply-chain-ecosystem.pdf: 1
- https://aws.amazon.com/marketplace/pp/prodview-f5g7rb6gyftmi: 1
- https://aws.amazon.com/marketplace/pp/prodview-wpwmhikj772h6: 1
- https://aws.amazon.com/marketplace/reviews/reviews-list/prodview-g67cv5omo2v7w: 1
- https://ciopages.com/buyer-guides/container-registry-artifact-management: 1

## In its own words

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

- Positioning: The Single Source of Truth for the Agentic Software Supply Chain (https://jfrog.com/)
- For: DevOps, DevSecOps, DevGovOps, and AgentSecOps (https://jfrog.com/)
- Price stated: SaaS Self-Managed (https://jfrog.com/pricing)
- Starting price: 150 (https://jfrog.com/pricing)
- Free plan or trial: Free Trial (https://jfrog.com/)
- Integrations claimed: 100 (https://jfrog.com/)
- Certifications: HIPAA, FedRAMP
- Hosting: 30 locations across 3 cloud providers, Amazon AWS, Microsoft Azure, Google Cloud
- Customers named: FFF Enterprises, Deloitte, Spot (by NetApp)

## 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.