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AI Visibility Scorecard
Bobby Sterling vs Truth
bobbysterling.com · Education
Borderline visible. AI bots can crawl Bobby Sterling vs Truth, 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
#481,742 of 876,920 in Education for AI visibility
4.6
/10
AEO Score
About Bobby Sterling vs Truth
from our crawl and measurement
Bobby Sterling vs Truth describes itself simply: "A young adult science fiction novel set at an academy in space. Fans of Harry Potter have found their next adventure series. Great for teens. Buy the book now on Amazon." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.
What holds it back is structured data describing the business, an llms.txt file, a sitemap, the first things an answer engine looks for.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
3
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
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
6
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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 4.6/10, Bobby Sterling vs Truth is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Bobby Sterling vs Truth
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/bobbysterling
Cite this score: Engagemii (2026). "AEO Score for Bobby Sterling vs Truth." Retrieved from https://engagemii.com/aeo/brands/bobbysterling
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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