AI Visibility Scorecard
Vandy Frehner
vandyfrehner.com · Fashion & Apparel
At 2.36/10, Vandy Frehner is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, E-E-A-T Signals and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude · Meta AI
<1
AI Naming Predictability
iRarely named · <1/100
Fashion & Apparel average 14
See what's behind this score →2.36
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Fashion & Apparel average 4. Claim your page and Engagemii is your first.
See what's behind this score →10
Muse Index Score
iAI agent readiness
Basic · 10/100
Fashion & Apparel average 24
See what's behind this score →0
About Vandy Frehner
from our crawl and measurement
"Bangkok based personal stylist, Vandy Frehner. She offers the ultimate styling experience, a unique styling method that combines personal style and personal development, which will help you." That is how Vandy Frehner introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.36 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap.
- Company ·
- Vandy Frehner
- Website ·
- vandyfrehner.com
- Industry ·
- Fashion & Apparel
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 9, 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
Strong
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 2.36/10, Vandy Frehner is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Uncertain Where to Begin?
Please take a moment to complete the Style Intake Questionnaire below. Vandy will personally reach out to you via email regarding your style brief and curate the finest service tailored to your unique needs.Full Name*Email*Phone / WhatsApp Number (Crucial for international clients or fast communication in Bangkok)Next
Is this your brand?
The exact fixes for Vandy Frehner
Which AI engines already crawl you
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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/vandyfrehner
Cite this score: Engagemii (2026). "AEO Score for Vandy Frehner." Retrieved from https://engagemii.com/aeo/brands/vandyfrehner
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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