AI Visibility Scorecard
University of New Brunswick LibrariesUNB LibrariesUniversity of New Brunswick, established in 1785
lib.unb.ca · Education
Borderline visible. AI bots can crawl University of New Brunswick LibrariesUNB LibrariesUniversity of New Brunswick, established in 1785, 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.
AI engines read this profile 5 times
Meta AI · Claude
#23,980 of 937,617 in Education for AI visibility
17
5
AEO Visibility
iBorderline · 4.7/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About University of New Brunswick LibrariesUNB LibrariesUniversity of New Brunswick, established in 1785
from our crawl and measurement
"University of New Brunswick Libraries serving the UNB Fredericton, UNB Saint John and St. Thomas University research and academic communities." That is how University of New Brunswick LibrariesUNB LibrariesUniversity of New Brunswick, established in 1785 introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.8 out of 10, readable in places, missing in others.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Fair
Press and news coverage.
Community
Fair
Forum and community discussion.
Social Mentions
Good
Social discussion and mentions.
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 4.7/10, University of New Brunswick LibrariesUNB LibrariesUniversity of New Brunswick, established in 1785 is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for University of New Brunswick LibrariesUNB LibrariesUniversity of New Brunswick, established in 1785
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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 August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lib-unb-ca
Cite this score: Engagemii (2026). "AEO Score for University of New Brunswick LibrariesUNB LibrariesUniversity of New Brunswick, established in 1785." Retrieved from https://engagemii.com/aeo/brands/lib-unb-ca
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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