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AI Visibility Scorecard
Winston Eye & Vision Center
winstonvision.com · Healthcare
Somewhat visible. AI bots can read Winston Eye & Vision Center, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Meta AI · Claude
#225,211 of 861,368 in Healthcare for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
15
Muse Index Score
iAI agent readiness
Basic · 15/100
0
AI Adoption
iNone detected · 0/100
About Winston Eye & Vision Center
from our crawl and measurement
"Our office is staffed with experienced and professional associates who will help you find the perfect set of designer eyewear, lenses or contact lenses to fit your unique needs." That is how Winston Eye & Vision Center of Knoxville, TN introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebSite, LocalBusiness), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Authority
3
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 5.3/10, Winston Eye & Vision Center has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Winston Eye & Vision Center
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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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/winstonvision
Cite this score: Engagemii (2026). "AEO Score for Winston Eye & Vision Center." Retrieved from https://engagemii.com/aeo/brands/winstonvision
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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