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AI Visibility Scorecard
Pressbooks at Virginia Tech
pressbooks.lib.vt.edu · Education
Somewhat visible. AI bots can read Pressbooks at Virginia Tech, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#15,962 of 898,431 in Education for AI visibility
6.9
/10
AEO Score
About Pressbooks at Virginia Tech
from our crawl and measurement
Pressbooks at Virginia Tech is one of the businesses we track in the Education space. Its AI visibility score is 6.9 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clear heading structure and a clearly stated business identity. It is passable on basic crawler access and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews and structured data describing the business.
Off the page, other sites link to it, the domain reads as established, AI engines recognise it as a distinct business, it turns up in press coverage and people discuss it in places AI engines read. Beyond that, it does not come up on Reddit.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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
9
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
5
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
9
Inbound links from other sites.
Domain Trust
6
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
8
Press and news coverage.
Community
8
Forum and community discussion.
0
No Reddit mentions 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 6.9/10, Pressbooks at Virginia Tech has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Pressbooks at Virginia Tech
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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/pressbooks-lib-vt-edu
Cite this score: Engagemii (2026). "AEO Score for Pressbooks at Virginia Tech." Retrieved from https://engagemii.com/aeo/brands/pressbooks-lib-vt-edu
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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