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AI Visibility Scorecard
Le 1931
le1931.com · Food & Beverage
At 3/10, Le 1931 is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 1 times
ChatGPT
#1,118,817 of 1,354,827 in Food & Beverage for AI visibility
3
/10
AEO Score
About Le 1931
from our crawl and measurement
le1931.com is a business whose own site puts it this way: "Cette maison flambant neuve est idéalement située dans les Laurentides, à seulement 30 minutes de Saint-Sauveur et 1h15 de Montréal." When AI engines look at it, they find little to work with. It scores 3.0 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
7
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
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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.
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 3/10, Le 1931 is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Le 1931
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/le1931
Cite this score: Engagemii (2026). "AEO Score for Le 1931." Retrieved from https://engagemii.com/aeo/brands/le1931
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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