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AI Visibility Scorecard
We must end the reading wars.... now
claudegoldenberg.substack.com · Education
Somewhat visible. AI bots can read We must end the reading wars.... now, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#27,520 of 867,677 in Education for AI visibility
6.7
/10
AEO Score
About We must end the reading wars.... now
from claudegoldenberg.substack.com
The reading wars continue depriving teachers and students of important knowledge and understanding, making teachers' jobs harder and limiting students' literacy development. It is past time we stopped
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
8
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
10
Press and news coverage.
Community
10
Forum and community discussion.
0
No Reddit mentions 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 6.7/10, We must end the reading wars.... now has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for We must end the reading wars.... now
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 4, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/claudegoldenberg-substack
Cite this score: Engagemii (2026). "AEO Score for We must end the reading wars.... now." Retrieved from https://engagemii.com/aeo/brands/claudegoldenberg-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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