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AI Visibility Scorecard
THE CONFIDENT LEARNER Developed by Dr. Valerie Feit and the Independent Learner Program team. Inspired by Harvard Projec
confident-learner.com · Education
Borderline visible. AI bots can crawl THE CONFIDENT LEARNER Developed by Dr. Valerie Feit and the Independent Learner Program team. Inspired by Harvard Projec, 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
#565,220 of 905,822 in Education for AI visibility
4
AEO Visibility
iBorderline · 4.3/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
About THE CONFIDENT LEARNER Developed by Dr. Valerie Feit and the Independent Learner Program team. Inspired by Harvard Projec
from our crawl and measurement
THE CONFIDENT LEARNER Developed by Dr. Valerie Feit and the Independent Learner Program team. Inspired by Harvard Project Zero’s Five Minds for the Future and decades of research in talent developmen is a Beacon, NY business whose own site puts it this way: "Explore The Confident Learner Program, designed to foster self-regulated learning, confidence, and academic success through personalized mentorship and project development." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.
Our crawl found structured data on the page (WebSite), 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
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
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 4.3/10, THE CONFIDENT LEARNER Developed by Dr. Valerie Feit and the Independent Learner Program team. Inspired by Harvard Projec is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for THE CONFIDENT LEARNER Developed by Dr. Valerie Feit and the Independent Learner Program team. Inspired by Harvard Projec
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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 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/confident-learner
Cite this score: Engagemii (2026). "AEO Score for THE CONFIDENT LEARNER Developed by Dr. Valerie Feit and the Independent Learner Program team. Inspired by Harvard Projec." Retrieved from https://engagemii.com/aeo/brands/confident-learner
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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