AI Visibility Scorecard
Q4CD
q4cd.com · Healthcare
At 2.9/10, Q4CD is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Authority and Reference Presence. That is fixable, and the signals below show where to start.
AI engines read this profile 11 times
Meta AI · Claude · Apple Intelligence · Perplexity
19
AI Naming Predictability
iRarely named · 19/100
Healthcare average 11
Top 19% of Healthcare
See what's behind this score →2.9
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Healthcare average 3. Claim your page and Engagemii is your first.
See what's behind this score →50
Muse Index Score
iAI agent readiness
Agent-ready · 50/100
Healthcare average 18
See what's behind this score →0
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 2.9 out of 10.
Our crawl found structured data on the page (Organization, Physician, WebSite), an llms.txt file for AI models and a readable heading structure. It is missing a sitemap.
AI crawlers have read this profile 11 times in our tracking, including Meta AI, ClaudeBot (Anthropic) and Applebot (Siri). By its own structured data it is a medical business.
- Company ·
- Q4CD
- Website ·
- q4cd.com
- Industry ·
- Healthcare
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 7, 2026
The 6 on-page signals AI reads
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 2.9/10, Q4CD is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Have a Question About Your Case?
Choose the right path for a veteran or family inquiry, or for a professional referral. If you’re ready to begin, you can also schedule a consult directly.Protect your privacy: Please do not submit medical records, claim numbers, Social Security numbers, dates of birth, or other sensitive medical or identifying information through this contact form.
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The exact fixes for Q4CD
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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on November 7, 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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