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AI Visibility Scorecard
Lauren Brown on Education
laurenbrownoned.substack.com · Education
Well-positioned for AI search. The breakdown below shows where Lauren Brown on Education is still leaving points on the table.
AI engines read this profile 1 times
ChatGPT
#6,018 of 885,199 in Education for AI visibility
7.5
/10
AEO Score
About Lauren Brown on Education
from our crawl and measurement
Lauren Brown on Education describes itself simply: "Thoughts on big education issues from a history teacher for educators, parents & concerned citizens. Plus a section especially for U.S. history teachers working to improve their craft." To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.5 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
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
3
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
10
Inbound links from other sites.
Domain Authority
8
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
10
Press and news coverage.
Community
10
Forum and community discussion.
Social Mentions
10
Social discussion and mentions.
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 7.5/10, Lauren Brown on Education has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Lauren Brown on Education
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Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on September 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/laurenbrownoned-substack
Cite this score: Engagemii (2026). "AEO Score for Lauren Brown on Education." Retrieved from https://engagemii.com/aeo/brands/laurenbrownoned-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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