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AI Visibility Scorecard
The Coolidge Scholarship
coolidgescholars.org · Education
Somewhat visible. AI bots can read The Coolidge Scholarship, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · Apple Intelligence · Meta AI
#134,335 of 881,539 in Education for AI visibility
5.8
/10
AEO Score
About The Coolidge Scholarship
from our crawl and measurement
The Coolidge Scholarship is a business whose own site puts it this way: "This one-of-a-kind scholarship may be used at any accredited college or university in the U.S." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.8 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
1
Press and news coverage.
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 5.8/10, The Coolidge Scholarship has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The Coolidge Scholarship
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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/coolidgescholars-org
Cite this score: Engagemii (2026). "AEO Score for The Coolidge Scholarship." Retrieved from https://engagemii.com/aeo/brands/coolidgescholars-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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