AI Visibility Scorecard
Susan Midlarsky
refinementpublishing.com · Media & Entertainment
Borderline visible. AI bots can crawl Susan Midlarsky, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 3 times
Claude · Meta AI
#1,184,529 of 1,966,699 in Media & Entertainment for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 45% of Media & Entertainment companies
3
AEO Visibility
iNear-invisible · 3.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Susan Midlarsky
from refinementpublishing.com
Shop Courses Books The Art of Learning Math Butterfly from the Sky Publications Services Adult Education Children’s Programs Tutoring Services About Susan Resources Contact Blog Shop Courses Books The Art of Learning Math Butterfly from the Sky Publications Services Adult Education Children’s Programs Tutoring Services About Susan Resources Contact Blog Welcome!
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 3.4/10, Susan Midlarsky is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Susan Midlarsky
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/refinementpublishing
Cite this score: Engagemii (2026). "AEO Score for Susan Midlarsky." Retrieved from https://engagemii.com/aeo/brands/refinementpublishing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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