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AI Visibility Scorecard
muhcasp.com · Education
Somewhat visible. AI bots can read MUHC-ASP, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#292,000 of 876,934 in Education for AI visibility
5.2
/10
AEO Score
from our crawl and measurement
MUHC-ASP, based in Montreal, QC, describes itself simply: "McGill University Health Centre’s Antimicrobial Stewardship Program optimizes antimicrobial use through audits of prescriptions with immediate feedback, treatment guidelines, educational." Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
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
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
1
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.
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 5.2/10, MUHC-ASP has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MUHC-ASP
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/muhcasp
Cite this score: Engagemii (2026). "AEO Score for MUHC-ASP." Retrieved from https://engagemii.com/aeo/brands/muhcasp
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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