AI Visibility Scorecard
johnqcookmd.com · Healthcare
Borderline visible. AI bots can crawl Whole Beauty® Institute | John Q. Cook, M.D., Plastic Surgeon, 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 28 times
Meta AI · Claude · Apple Intelligence · Perplexity
#31,323 of 924,420 in Healthcare for AI visibility
2
5
AEO Visibility
iBorderline · 4.6/10
55
Muse Index Score
iAI agent readiness
Agent-ready · 55/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"Whole Beauty® Institute offers plastic surgery and advanced medical aesthetics in Chicago and Winnetka led by board-certified plastic surgeon Dr. John Q. Cook, M.D." That is how Whole Beauty® Institute of Chicago, IL introduces itself. When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
The site does the on-page work well, with structured data on the page (BreadcrumbList, FAQPage, ImageObject), an llms.txt file for AI models, a sitemap.
Our monitoring has logged 2 AI crawler visits here: the engines come, the question is what they find.
Strong · Good · Fair · Weak
Structured Data
Strong
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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.
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, Whole Beauty® Institute | John Q. Cook, M.D., Plastic Surgeon is crawlable but under-signaled - fixable, and the signals above are where to start.
Who is Dr. John Q. Cook and what are his qualifications?
Dr. John Q. Cook is a board-certified plastic surgeon and founder of the Whole Beauty® Institute.
Where is the Whole Beauty® Institute located?
The Whole Beauty® Institute has two locations: a Chicago Gold Coast office at 737 North Michigan Avenue, Suite 760, Chicago, IL 60611 (with entrance at 151 E.
What is the Whole Beauty® approach to plastic surgery?
Dr. Cook’s approach emphasizes natural form and individualized results. Rather than pursuing trends or celebrity-driven aesthetics, Dr. Cook studies each patient’s unique anatomy to discover and enhance the beauty already present. This philosophy is informed by his lifelong study of natural form and the belief that plastic surgery should enhance self-image in a natural way that supports overall health and well-being.
Does the Whole Beauty® Institute offer financing for plastic surgery?
Yes. The Whole Beauty® Institute offers financing options through CareCredit to help patients manage the cost of plastic surgery and non-surgical treatments. Details about fees and financing are available on the practice’s website or by contacting either office directly.
Does the Whole Beauty® Institute offer treatments for men?
Yes. The Whole Beauty® Institute provides a full range of treatments tailored for men, including facial procedures, hair restoration, body contouring, gynecomastia (male breast reduction) surgery, BOTOX® and fillers, skin treatments, and sweat reduction procedures.
Is this your brand?
The exact fixes for Whole Beauty® Institute | John Q. Cook, M.D., Plastic Surgeon
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The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnqcookmd
Cite this score: Engagemii (2026). "AEO Score for Whole Beauty® Institute | John Q. Cook, M.D., Plastic Surgeon." Retrieved from https://engagemii.com/aeo/brands/johnqcookmd
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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