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AI Visibility Scorecard
Scholarship Matters
cescholar.org · Education
Somewhat visible. AI bots can read Scholarship Matters, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Meta AI · Claude · Apple Intelligence · ChatGPT
#82,207 of 888,142 in Education for AI visibility
6.1
/10
AEO Score
About Scholarship Matters
from our crawl and measurement
Scholarship Matters describes itself simply: "The Center for Engaged Scholarship is an organization, created by and for social scientists, who want the United States to be a more democratic, more egalitarian, and more environmentally." Its AI visibility score is 6.1 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 2 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
5
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
8
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
3
Established authority for your domain.
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 6.1/10, Scholarship Matters has a working base to build on - fixable, and the signals above are where to start.
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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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/cescholar-org
Cite this score: Engagemii (2026). "AEO Score for Scholarship Matters." Retrieved from https://engagemii.com/aeo/brands/cescholar-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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