AI Visibility Scorecard
Vanderbilt Internal Medicine Residency Handbook
vim-book.org · Healthcare
Borderline visible. AI bots can crawl Vanderbilt Internal Medicine Residency Handbook, 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 7 times
Meta AI · Claude · ChatGPT
#584,561 of 923,556 in Healthcare for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
4
AI Adoption
iBasic · 4/100
About Vanderbilt Internal Medicine Residency Handbook
from our crawl and measurement
Vanderbilt Internal Medicine Residency Handbook is a business whose own site puts it this way: "Welcome to the online home of the Vanderbilt Internal Medicine Residency Handbook. The Handbook is a peer-reviewed, yearly-updated, publicly-available resource." When AI engines look at it, they find little to work with. It scores 4.4 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Fair
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
Good
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
Good
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.
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 4.4/10, Vanderbilt Internal Medicine Residency Handbook 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 August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/vim-book-org
Cite this score: Engagemii (2026). "AEO Score for Vanderbilt Internal Medicine Residency Handbook." Retrieved from https://engagemii.com/aeo/brands/vim-book-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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