AI Visibility Scorecard
Tremblay Lab
tremblaylab.ca · Food & Beverage
Borderline visible. AI bots can crawl Tremblay Lab, 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 2 times
Claude
#75,432 of 1,391,841 in Food & Beverage for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Food & Beverage average 12
Top 80% of Food & Beverage
See what's behind this score →4
-
5
Muse Index Score
iAI agent readiness
Basic · 5/100
Food & Beverage average 18
See what's behind this score →0
0
About Tremblay Lab
from our crawl and measurement
"By doing so, they can essentially turn ON or OFF signaling cascades inside cells." That is how Tremblay Lab introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
The site gets some of it right: it has structured data on the page (WebSite), a sitemap, a readable heading structure. What holds it back is what is absent, including an llms.txt file.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
- Company ·
- Tremblay Lab
- Website ·
- tremblaylab.ca
- Industry ·
- Food & Beverage
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Aug 1, 2026
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
Weak
Sitemaps and entity links AI can follow.
Off-page authority
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.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.2/10, Tremblay Lab is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Tremblay Lab
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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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/tremblaylab-ca
Cite this score: Engagemii (2026). "AEO Score for Tremblay Lab." Retrieved from https://engagemii.com/aeo/brands/tremblaylab-ca
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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