AI Visibility Scorecard
Scribbled Margin
scribbledmargin.com · Education
AI engines read this profile 3 times
Claude
73
AI Naming Predictability
iNamed occasionally · 73/100
Education average 14
Top 2% of Education
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-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Education average 4. Claim your page and Engagemii is your first.
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Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Education average 13
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About Scribbled Margin
from our crawl and measurement
"Free novel study curriculum for middle grades readers." That is how Scribbled Margin introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 1.7 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
- Company ·
- Scribbled Margin
- Website ·
- scribbledmargin.com
- Industry ·
- Education
- Site status ·
- Not verified
- Last scored ·
- Jul 22, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Fair
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
-
Not yet measured.
Domain Authority
-
Not yet measured.
Reference Presence
-
Not yet measured.
News & Press
-
Not yet measured.
Community
-
Not yet measured.
Social Mentions
-
Not yet measured.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers.
Is this your brand?
The exact fixes for Scribbled Margin
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What is AEO? The beginner's guide to Answer Engine Optimization
ChatGPT is now one of the places people start a search. Google's AI Overviews are showing up on millions of searches. Claude is running research for entire teams. The question isn't whether AI will shape how people find information. It already has.
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Source & Attribution
Scored by Engagemii on July 22, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/scribbledmargin
Cite this score: Engagemii (2026). "AEO Score for Scribbled Margin." Retrieved from https://engagemii.com/aeo/brands/scribbledmargin
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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