AI Visibility Scorecard
scds.ca · Education
Borderline visible. AI bots can crawl Sherman Centre for Digital Scholarship, 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
#724,773 of 936,935 in Education for AI visibility
4
AEO Visibility
iNear-invisible · 3.9/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"We work with students, faculty, staff, and community collaborators at McMaster and beyond to support research, teaching, learning, and knowledge mobilization through digital scholarship." That is how Sherman Centre for Digital Scholarship introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Strong · Good · Fair · Weak
Structured Data
Good
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 3.9/10, Sherman Centre for Digital Scholarship 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 August 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/scds-ca
Cite this score: Engagemii (2026). "AEO Score for Sherman Centre for Digital Scholarship." Retrieved from https://engagemii.com/aeo/brands/scds-ca
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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