AI Visibility Scorecard
Edward Choi — KAIST AI
mp2893.com · Healthcare
Borderline visible. AI bots can crawl Edward Choi — KAIST AI, 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 12 times
Claude · Apple Intelligence · ChatGPT · Meta AI
#31,301 of 924,228 in Healthcare for AI visibility
2
AI Naming Predictability
iRarely named · 2/100
More likely to be named than 95% of Healthcare companies
5
AEO Visibility
iBorderline · 4.6/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
8
AI Adoption
iBasic · 8/100
About Edward Choi — KAIST AI
from our crawl and measurement
Edward Choi KAIST AI is a business whose own site puts it this way: "May 2026: Check out MEDS from our collaborators, published at NEJM AI." When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Fair
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
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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 4.6/10, Edward Choi — KAIST AI is crawlable but under-signaled - fixable, and the signals above are where to start.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mp2893
Cite this score: Engagemii (2026). "AEO Score for Edward Choi — KAIST AI." Retrieved from https://engagemii.com/aeo/brands/mp2893
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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