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AI Visibility Scorecard
The Queer Soul Library Practice Book: A Gentle Companion Workbook for Reading Your Patterns, Releasing Shame-Noise, and
Borderline visible. AI bots can crawl The Queer Soul Library Practice Book: A Gentle Companion Workbook for Reading Your Patterns, Releasing Shame-Noise, and, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
3.7
/10
AEO Score
About The Queer Soul Library Practice Book: A Gentle Companion Workbook for Reading Your Patterns, Releasing Shame-Noise, and
from our crawl and measurement
"The Queer Soul Library Practice Book: A Gentle Companion Workbook for Reading Your Patterns, Releasing Shame-Noise, and Taking One Honest Step [Novak, Martin] on Amazon.com." That is how The Queer Soul Library Practice Book: A Gentle Companion Workbook for Reading Your Patterns, Releasing Shame-Noise, and Taking One Honest Step: Novak, Martin: 9798195361310: Amazon.com: Books introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.7 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
5
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
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
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
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 3.7/10, The Queer Soul Library Practice Book: A Gentle Companion Workbook for Reading Your Patterns, Releasing Shame-Noise, and is crawlable but under-signaled - fixable, and the signals above are where to start.
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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 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/queersoullibrary
Cite this score: Engagemii (2026). "AEO Score for The Queer Soul Library Practice Book: A Gentle Companion Workbook for Reading Your Patterns, Releasing Shame-Noise, and." Retrieved from https://engagemii.com/aeo/brands/queersoullibrary
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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