AI Visibility Scorecard
The Institute of Chest Wall Surgery (ICWS)
icwsorg.com · Healthcare
Somewhat visible. AI bots can read The Institute of Chest Wall Surgery (ICWS), but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Apple Intelligence · Claude
#73,366 of 923,184 in Healthcare for AI visibility
6
AEO Visibility
iBorderline · 5.9/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About The Institute of Chest Wall Surgery (ICWS)
from our crawl and measurement
"The Institute of Chest Wall Surgery (ICWS) is the world’s largest center for chest wall disorder treatment, specializing in surgeries for chest wall deformities." That is how The Institute of Chest Wall Surgery (ICWS) introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.9 out of 10, readable in places and missing in others.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 2 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
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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
Fair
Social discussion and mentions.
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 5.9/10, The Institute of Chest Wall Surgery (ICWS) has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for The Institute of Chest Wall Surgery (ICWS)
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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 August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/icwsorg
Cite this score: Engagemii (2026). "AEO Score for The Institute of Chest Wall Surgery (ICWS)." Retrieved from https://engagemii.com/aeo/brands/icwsorg
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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