AI Visibility Scorecard
Présentation du labdoc
labdoc.uqam.ca · Education
Somewhat visible. AI bots can read Présentation du labdoc, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#182,239 of 937,492 in Education for AI visibility
6
AEO Visibility
iBorderline · 5.5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Présentation du labdoc
from our crawl and measurement
"Mis sur pied en 2016, le labdoc est la première unité de recherche au Canada vouée spécifiquement à l’étude des pratiques documentaires." That is how Présentation du labdoc introduces itself. Its AI visibility score is 5.5 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 (WebPage, ImageObject, BreadcrumbList) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
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.
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
Weak
No community discussion yet.
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 5.5/10, Présentation du labdoc has a working base to build on - fixable, and the signals above are where to start.
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Source & Attribution
Scored by Engagemii on October 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/labdoc-uqam-ca
Cite this score: Engagemii (2026). "AEO Score for Présentation du labdoc." Retrieved from https://engagemii.com/aeo/brands/labdoc-uqam-ca
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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