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AI Visibility Scorecard
Esther Lin
estherwslin.com · E-commerce
Borderline visible. AI bots can crawl Esther Lin, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 6 times
Meta AI · Claude · Apple Intelligence
#243,681 of 669,014 in E-commerce for AI visibility
5
AEO Visibility
iBorderline · 4.8/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About Esther Lin
from our crawl and measurement
Esther Lin is a business whose own site puts it this way: "Esther Lin was born in Rio de Janeiro, Brazil, and lived in the United States as an undocumented immigrant for 21 years." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.8 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models, a sitemap. It also found the gaps that keep answer engines guessing: a heading structure that lays out what it offers.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 4.8/10, Esther Lin is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Esther Lin
Which AI engines already crawl you
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Esther Lin.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/estherwslin
Cite this score: Engagemii (2026). "AEO Score for Esther Lin." Retrieved from https://engagemii.com/aeo/brands/estherwslin
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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