AI Visibility Scorecard
L.R. Friedman
lrfriedman.com · Media & Entertainment
Somewhat visible. AI bots can read L.R. Friedman, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#425,125 of 1,964,803 in Media & Entertainment for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About L.R. Friedman
from our crawl and measurement
"L.R. Friedman writes immersive and character-driven fantasy romance books, full of emotional healing and relatable characters, meant to both entertain and empower readers." That is how L.R. Friedman of Ashburn, VA introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
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
Strong
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
Strong
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
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 5.3/10, L.R. Friedman has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for L.R. Friedman
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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 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lrfriedman
Cite this score: Engagemii (2026). "AEO Score for L.R. Friedman." Retrieved from https://engagemii.com/aeo/brands/lrfriedman
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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