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AI Visibility Scorecard
A Note for Mrs. Harshman β 44 Years of Kindergarten
mrsharshman.com Β· Education
At 2.5/10, A Note for Mrs. Harshman β 44 Years of Kindergarten is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#834,454 of 873,971 in Education for AI visibility
2.5
/10
AEO Score
About A Note for Mrs. Harshman β 44 Years of Kindergarten
from our crawl and measurement
A Note for Mrs. Harshman 44 Years of Kindergarten is a business whose own site puts it this way: "Harshman 44 years of first days, little hands, and big hearts, thank you." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.2 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better Β· 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 2.5/10, A Note for Mrs. Harshman β 44 Years of Kindergarten is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for A Note for Mrs. Harshman β 44 Years of Kindergarten
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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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/mrsharshman
Cite this score: Engagemii (2026). "AEO Score for A Note for Mrs. Harshman β 44 Years of Kindergarten." Retrieved from https://engagemii.com/aeo/brands/mrsharshman
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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