AI Visibility Scorecard
Fat
fatfreeframework.com · Technology
Borderline visible. AI engines can read Fat, but Structured Data, Entity Clarity and E-E-A-T Signals are weak, so it is at real risk of being skipped when buyers ask ChatGPT, Claude or Perplexity for a recommendation.
AI engines read this profile 9 times
Claude · Apple Intelligence · Perplexity · Meta AI
74
AI Naming Predictability
iNamed occasionally · 74/100
Technology average 28
Top 5% of Technology
See what's behind this score →4
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Technology average 17
See what's behind this score →?
About Fat
from our crawl and measurement
"A powerful yet easy-to-use PHP micro-framework designed to help you build dynamic and robust web applications - fast!" That is how Fat introduces itself. Its AI visibility score is 4.0 out of 10: the engines can find it, but they do not have much to hold on to.
The site gets some of it right: it has a clear heading structure. What holds it back is what is absent, including credibility markers like credentials or reviews, structured data describing the business, a clearly stated business identity.
The wider web has little to say about it yet: almost no other sites link to it, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on. Those signals cannot be fixed on the page, they have to be earned.
- Company ·
- Fat
- Website ·
- fatfreeframework.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 8, 2026
The 6 on-page 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
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
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 read your site and name it in answers. At 4/10, Fat is borderline: readable but under-signaled. That is fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Fat
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on November 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fatfreeframework
Cite this score: Engagemii (2026). "AEO Score for Fat." Retrieved from https://engagemii.com/aeo/brands/fatfreeframework
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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