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AI Visibility Scorecard
Cycle² Consulting — Caroline Gaudreault, Ph.D.
cycle2consulting.com · Technology
Borderline visible. AI bots can crawl Cycle² Consulting — Caroline Gaudreault, Ph.D., 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,273,875 of 2,706,372 in Technology for AI visibility
3.3
/10
AEO Score
About Cycle² Consulting — Caroline Gaudreault, Ph.D.
from our crawl and measurement
Cycle² Consulting — Caroline Gaudreault, Ph.D. is a business whose own site puts it this way: "Cycle² Consulting, Expertise avancée en ACV, carbone biogénique et systèmes complexes. Advanced expertise in LCA, biogenic carbon, and complex systems. Caroline Gaudreault,...." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.3 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, 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
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3.3/10, Cycle² Consulting — Caroline Gaudreault, Ph.D. is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Cycle² Consulting — Caroline Gaudreault, Ph.D.
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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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/cycle2consulting
Cite this score: Engagemii (2026). "AEO Score for Cycle² Consulting — Caroline Gaudreault, Ph.D.." Retrieved from https://engagemii.com/aeo/brands/cycle2consulting
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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