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AI Visibility Scorecard
Dr. KG Lim 林启源博士
kglim.com · E-commerce
At 2.9/10, Dr. KG Lim 林启源博士 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
#539,462 of 618,763 in E-commerce for AI visibility
2.9
/10
AEO Score
About Dr. KG Lim 林启源博士
from our crawl and measurement
"的联合创始人兼首席营销官 (CMO)，同时也积极参与大马股权众筹（ECF）平台，是多家新创公司的散户投资人（Retail Investor）。我对数字创新和业务发展充满激情，致力于在数字市场上创造有影响力的解决方案和在线教育。 [email protected] @TheWriter @TheWriter Dr." That is how Dr. KG Lim 林启源博士 互联网企业家 电商解决方案｜O2O/OMO introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.7 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
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 Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 2.9/10, Dr. KG Lim 林启源博士 is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Dr. KG Lim 林启源博士
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 Dr. KG Lim 林启源博士.
Source & Attribution
Scored by Engagemii on August 12, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kglim
Cite this score: Engagemii (2026). "AEO Score for Dr. KG Lim 林启源博士." Retrieved from https://engagemii.com/aeo/brands/kglim
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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