▼ 1.9 since Sep 2026
#133,235 OF 936,248 IN EDUCATION
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AI Visibility Scorecard
Emily ML
emilyml.substack.com · Education
Somewhat visible. AI bots can read Emily ML, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#133,235 of 936,248 in Education for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Emily ML
from our crawl and measurement
"Honestly speaking... Click to read Life Lessons From Abroad, by Emily ML, a Substack publication with hundreds of subscribers." That is how Life Lessons From Abroad introduces itself. To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.6 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
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.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Strong
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Strong
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 5.7/10, Emily ML has a working base to build on - 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
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 September 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/emilyml-substack
Cite this score: Engagemii (2026). "AEO Score for Emily ML." Retrieved from https://engagemii.com/aeo/brands/emilyml-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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