#341,401 OF 913,043 IN HEALTHCARE
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AI Visibility Scorecard
Logan Frederick
loganfrederick.com · Healthcare
Borderline visible. AI bots can crawl Logan Frederick, 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 1 times
Claude
#341,401 of 913,043 in Healthcare for AI visibility
5
AEO Visibility
iBorderline · 5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
6
AI Adoption
iBasic · 6/100
About Logan Frederick
from our crawl and measurement
"The sequel earns an extra star perhaps not just for the content, which is still funny, but for the audiobook format which lends itself well to Cazzie’s authentically deadpan humor." That is how Logan Frederick introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.8 out of 10.
The site gets some of it right: it has a sitemap, a readable heading structure, substantial page content. What holds it back is what is absent, including structured data describing the business, an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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
Fair
Forum and community discussion.
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 5/10, Logan Frederick is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Where is My Flying Car? – by J. Storrs Hall?
The title is self-explanatory to what the book seems to be about, and Hall spends much of it answering the self-imposed question. And yet, somewhat unexpectedly, it’s about so much more.
Is this your brand?
The exact fixes for Logan Frederick
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Logan Frederick.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/loganfrederick
Cite this score: Engagemii (2026). "AEO Score for Logan Frederick." Retrieved from https://engagemii.com/aeo/brands/loganfrederick
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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