AI Visibility Scorecard
CERC DS4DM
cerc-datascience.polymtl.ca · Technology
Somewhat visible. AI bots can read CERC DS4DM, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · Meta AI
#194,664 of 2,704,887 in Technology for AI visibility
46
5
AEO Visibility
iBorderline · 5.2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
2
AI Adoption
iBasic · 2/100
About CERC DS4DM
from our crawl and measurement
"We would like to thank the sponsors, members and partners for their support and dedication throughout the years." That is how CERC DS4DM introduces itself. 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.
The site gets some of it right: it has substantial page content. What holds it back is what is absent, including structured data describing the business, an llms.txt file, a sitemap.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
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
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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
Weak
No press coverage found yet.
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 5.2/10, CERC DS4DM has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for CERC DS4DM
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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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cerc-datascience-polymtl-ca
Cite this score: Engagemii (2026). "AEO Score for CERC DS4DM." Retrieved from https://engagemii.com/aeo/brands/cerc-datascience-polymtl-ca
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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