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AI Visibility Scorecard
Prawn of the Patriarchy
fighting4fair.com · Education
Somewhat visible. AI bots can read Prawn of the Patriarchy, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#155,656 of 875,759 in Education for AI visibility
5.7
/10
AEO Score
About Prawn of the Patriarchy
from our crawl and measurement
"Email Address Subscribe Table of Contents ‘Prawn of the Patriarchy‘ is a combination of personal blog and annotated bibliography." That is how Prawn of the Patriarchy introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.7 out of 10, readable in places and missing in others.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
4
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 5.7/10, Prawn of the Patriarchy has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Prawn of the Patriarchy
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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fighting4fair
Cite this score: Engagemii (2026). "AEO Score for Prawn of the Patriarchy." Retrieved from https://engagemii.com/aeo/brands/fighting4fair
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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