AI Visibility Scorecard
Marilyn Singleton, MD JD
marilynsingletonmdjd.com · Healthcare
Somewhat visible. AI bots can read Marilyn Singleton, MD JD, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · Apple Intelligence · ChatGPT · Meta AI
#93,941 of 923,557 in Healthcare for AI visibility
6
AEO Visibility
iBorderline · 5.8/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About Marilyn Singleton, MD JD
from our crawl and measurement
Marilyn Singleton, MD JD is a business whose own site puts it this way: "AMERICAN. BLACK. DOCTOR: UNCENSORED - Dr. Singleton is well-qualified to express her perspectives on many issues. Dr. Marilyn M." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.8 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (CollectionPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing 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
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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
Strong
Sitemaps and entity links AI can follow.
Off-page authority
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.
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 5.8/10, Marilyn Singleton, MD JD has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
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The exact fixes for Marilyn Singleton, MD JD
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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 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/marilynsingletonmdjd
Cite this score: Engagemii (2026). "AEO Score for Marilyn Singleton, MD JD." Retrieved from https://engagemii.com/aeo/brands/marilynsingletonmdjd
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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