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AI Visibility Scorecard
roanoke.edu · higher education
Somewhat visible. AI bots can read Home, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
ChatGPT · Claude
#20,785 of 901,052 in Education for AI visibility
6.8
/10
AEO Score
from our crawl and measurement
Home is a business whose own site puts it this way: "Roanoke College is an independent, co-educational liberal arts college. Founded in 1842, it is the second-oldest Lutheran-related college in America." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.8 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. What holds it back is structured data describing the business and credibility markers like credentials or reviews.
Away from its own site, other sites link to it, AI engines recognise it as a distinct business and it turns up in press coverage. There is some, but not much, sign that the domain is only lightly established and there is little discussion of it. Beyond that, it does not come up on Reddit.
AI crawlers have visited 2 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together. The business dates to 1842.
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
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
8
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
6
Press and news coverage.
Community
4
Forum and community discussion.
0
No Reddit mentions found yet.
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 6.8/10, Home has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Home
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Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/roanoke-edu
Cite this score: Engagemii (2026). "AEO Score for Home." Retrieved from https://engagemii.com/aeo/brands/roanoke-edu
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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