AI Visibility Scorecard
JFrog ML
qwak.com · Technology
Somewhat visible. AI bots can read JFrog ML, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 19 times
Meta AI · Claude · Apple Intelligence · Perplexity
#100,148 of 2,705,679 in Technology for AI visibility
66
5
AEO Visibility
iBorderline · 5.4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
14
AI Adoption
iBasic · 14/100
About JFrog ML
from our crawl and measurement
JFrog ML is a business whose own site puts it this way: "All you need to deliver production AI applications at speed, from the beginning to high-scale. Build, deploy, manage and monitor GenAI and LLMs to ML." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Fair
Forum and community discussion.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.4/10, JFrog ML has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for JFrog ML
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/qwak
Cite this score: Engagemii (2026). "AEO Score for JFrog ML." Retrieved from https://engagemii.com/aeo/brands/qwak
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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