Index › IT › Products › JFrog Xray · November 2026 Edition
2 categories · Ranked

JFrog Xray

JFrog Xray is a software composition analysis product from JFrog that scans software and AI artifacts, including container images, for security and compliance issues · jfrog.com ↗

#8Best rank (enterprise)
13/14Models named it
1First choices
7Warnings
November 2026 Edition · all company sizes counted.
Ranked inSoftware composition analysis #8 enterpriseApplication security posture management #54
What AI models recommend in SCA

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

“Choose JFrog Xray if your infrastructure heavily relies on Artifactory for binary management.”Gemini 3.5 Flash · Comparative question · alternative
“Choose JFrog Xray for JFrog-centered artifact and container pipelines.”Perplexity Sonar · Comparative question · alternative
“Choose JFrog Xray if your binaries/artifacts already live in JFrog.”GPT-5.4 mini · Comparative question · alternative
“JFrog Xray offers artifact, binary, container, and dependency analysis”Claude Haiku 4.5 · Comparative question · alternative

What gives them pause

“can be capable, but confirm which SCA, malware, reachability, SBOM, and governance capabilities require separate modules”Perplexity Sonar · Negative question · warning
“Tight coupling with JFrog Artifactory limits value as a standalone tool.”Claude Haiku 4.5 · Negative question · warning

Also on the shortlist

The products named in the same answers as JFrog Xray, over the 47 answers that named it, and how often each was the first choice instead.

What the models named instead of JFrog Xray →

A side-by-side page exists where both products are among a category's top eight.

At a glance

Stated on JFrog Xray's own site, not checked by Gane.

For
Security, DevOps, and Compliance
Free plan or trial
Start a Trial With Artifactory and Xray
Integrations
100
Hosting
Amazon AWS, Microsoft Azure, Google Cloud
Customers named
Oracle, Credit Karma, FFF Enterprises, Deloitte, Technology Innovation Institute, Informatica
Visit jfrog.com ↗

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 JFrog Xray 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 42 of the 47 answers that named JFrog Xray and are not a share of its labels.

By model

How each model answered on JFrog Xray across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.501113
GPT-5.4 mini01001
Gemini 3.5 Flash01001
Perplexity Sonar01012
Grok 4.2000202
Mistral Small01001
DeepSeek V4 Flash01001
Llama 4 Maverick00101
Qwen 3.7 Flash01001
Kimi K201001
GLM 4.7 FlashX01001
MiniMax M2.500101
GPT-6 Luna01001
Muse Glimmer 30B00000

What it publishes

Addresses on jfrog.com
10,009
subdomains included
Content
1,635
counted in the table below
Documentation
6,096
Product · Integration
14 · 125
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog95902021-04-07SIEM, SAST
Webinar or virtual event21002026-03-11IaC, SAST
Glossary or explainer13912026-07-28IaC, SAST
News or press106undated
Report or ebook91undated
Comparison59undated
Conference or event4312026-07-28
Case study18undated
Template or tool902021-02-09
Podcast or video102022-05-05

Most recent

Events in person

The twelve months before September 28, 2026

As the event pages on jfrog.com state them, read September 28, 2026.

How it is countedHide how it is counted

Every page jfrog.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.