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AI Visibility Scorecard
mdlin.com
mdlin.com · Other
At 2.3/10, mdlin.com is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
2
AEO Visibility
iNear-invisible · 2.3/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
?
AI Adoption
iNone detected · -/100
About mdlin.com
from our crawl and measurement
"林腦神經內科精油膏平安健康 • 順心如意正在確認今日開賣狀態...林醫師專欄三十年神經內科臨床經驗分享常見問題·查詢訂單·林醫師專欄LINE @mdlin·FB 粉專林春銘醫師神經醫學網 · tainan since 1983." That is how mdlin.com introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.3 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 2.3/10, mdlin.com is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for mdlin.com
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 September 4, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mdlin
Cite this score: Engagemii (2026). "AEO Score for mdlin.com." Retrieved from https://engagemii.com/aeo/brands/mdlin
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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