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AI Visibility Scorecard
Rear Guard Publishing, Inc
lorilynroberts.com · Media & Entertainment
Somewhat visible. AI bots can read Rear Guard Publishing, Inc, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#598,658 of 1,898,195 in Media & Entertainment for AI visibility
5.2
/10
AEO Score
About Rear Guard Publishing, Inc
from our crawl and measurement
Rear Guard Publishing, Inc describes itself simply: "Explore the exciting world of Eighth Dimension - Frequency, a top-rated Christian YA fantasy that’s both inspiring and engaging." 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 (BreadcrumbList, Organization, WebPage), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
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 5.2/10, Rear Guard Publishing, Inc has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Rear Guard Publishing, Inc
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lorilynroberts
Cite this score: Engagemii (2026). "AEO Score for Rear Guard Publishing, Inc." Retrieved from https://engagemii.com/aeo/brands/lorilynroberts
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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