AI Visibility Scorecard
approachstudy.ca · Education
Borderline visible. AI bots can crawl Memorial University of Newfoundland, 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 1 times
Claude
#424,508 of 937,412 in Education for AI visibility
5
AEO Visibility
iBorderline · 4.8/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"APPROACH 2.0 Study participation and testing is now closed. You can find standard testing through a health care provider, a sexual health clinic, a local public health unit, or a walk-in." That is how Memorial University of Newfoundland introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.8 out of 10.
On the page itself the strengths are clear: sitemaps and entity links AI can follow. It is passable on a workable page structure, a partly stated business identity, a few credibility markers and basic crawler access. What holds it back is structured data describing the business.
Off the page there is only faint evidence that the domain is only lightly established. Beyond that, almost no other sites link to it, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
It does link out to several social profiles, which helps engines tie the brand together.
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
Good
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
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion 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 4.8/10, Memorial University of Newfoundland is crawlable but under-signaled - fixable, and the signals above are where to start.
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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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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/approachstudy-ca
Cite this score: Engagemii (2026). "AEO Score for Memorial University of Newfoundland." Retrieved from https://engagemii.com/aeo/brands/approachstudy-ca
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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