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AI Visibility Scorecard
字悠堂 · Milligraphy
milligraphy.com · E-commerce
At 3/10, 字悠堂 · Milligraphy 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
#543,503 of 633,849 in E-commerce for AI visibility
3
/10
AEO Score
About 字悠堂 · Milligraphy
from our crawl and measurement
"Michelle Ip 米雪老師 Milligraphy • 字悠堂堂主 亦是 - 西洋書法導師 - 禪繞畫認證導師 - 香港書法協會永久會員 - 香港硬筆書法藝術協會會員 - 中國硬筆書法協會會員 - 全國美術考試 - 硬筆書法10級資格證明書 - 靈感畫會會員 - GHR註冊催眠治療師 - 情緒急救員 近年曾在以下部份比賽獲得優異成績...." That is how 字悠堂 · Milligraphy introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.8 out of 10.
The site gets some of it right: it has a sitemap, a readable heading structure. What holds it back is what is absent, including structured data describing the business, an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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
0
Little domain authority yet.
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 3/10, 字悠堂 · Milligraphy is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for 字悠堂 · Milligraphy
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for 字悠堂 · Milligraphy.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/milligraphy
Cite this score: Engagemii (2026). "AEO Score for 字悠堂 · Milligraphy." Retrieved from https://engagemii.com/aeo/brands/milligraphy
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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