AI Visibility Scorecard
Mama, PhD » Page not found
mamaphd.com · Education
Borderline visible. AI bots can crawl Mama, PhD » Page not found, 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 4 times
Meta AI · Claude · Perplexity
#111,961 of 937,558 in Education for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 44% of Education companies
4
AEO Visibility
iBorderline · 4.2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Mama, PhD » Page not found
from our crawl and measurement
Mama, PhD » Page not found describes itself simply: "Contributors Reviews Mailing List Updates Events Transitions September 15th, 2014 [cross-posted from the Literary Mama blog] I am writing to announce that it is time for me to leave." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including Meta AI.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
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
Strong
Inbound links from other sites.
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 4.2/10, Mama, PhD » Page not found is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Mama, PhD » Page not found
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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 August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mamaphd
Cite this score: Engagemii (2026). "AEO Score for Mama, PhD » Page not found." Retrieved from https://engagemii.com/aeo/brands/mamaphd
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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