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AI Visibility Scorecard
Melissa A. Butler | Noticing Matters | reimagining project, LLC
allfromsmall.com · Education
Borderline visible. AI bots can crawl Melissa A. Butler | Noticing Matters | reimagining project, LLC, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#527,919 of 905,593 in Education for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
25
Muse Index Score
iAI agent readiness
Agent-ready · 25/100
0
AI Adoption
iNone detected · 0/100
About Melissa A. Butler | Noticing Matters | reimagining project, LLC
from our crawl and measurement
"Books, speaking, and learning services for children and adults. Supporting individuals and organizations to design for holistic learning, materials, curriculum, projects, programs, spaces." That is how Melissa A. Butler introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.
Our crawl found structured data on the page (WebSite, Organization, LocalBusiness), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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 4.4/10, Melissa A. Butler | Noticing Matters | reimagining project, LLC is crawlable but under-signaled - 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 14, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/allfromsmall
Cite this score: Engagemii (2026). "AEO Score for Melissa A. Butler | Noticing Matters | reimagining project, LLC." Retrieved from https://engagemii.com/aeo/brands/allfromsmall
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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