#287,065 OF 897,894 IN HEALTHCARE
SCORE HISTORY BEGINS 2026-07-07
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AI Visibility Scorecard
Q4CD
q4cd.com · Healthcare
Somewhat visible. AI bots can read Q4CD, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 9 times
Meta AI · Apple Intelligence · Claude
#287,065 of 897,894 in Healthcare for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Q4CD
from our crawl and measurement
"Physician-authored VA nexus letters and independent medical opinions for veterans with cancer and toxic exposure. Board-certified radiation oncologist, retired U.S. Army LTC." That is how Q4CD introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.
Our crawl found structured data on the page (Organization, WebSite, WebPage), an llms.txt file for AI models and a readable heading structure. It is missing a sitemap.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic), Meta AI and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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 Authority
2
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5.1/10, Q4CD has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Q4CD
Which AI engines already crawl you
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/q4cd
Cite this score: Engagemii (2026). "AEO Score for Q4CD." Retrieved from https://engagemii.com/aeo/brands/q4cd
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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