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AI Visibility Scorecard
Chemical engineering consulting
johnquatroche.com · Professional Services
At 3/10, Chemical engineering consulting 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#443,079 of 506,610 in Professional Services for AI visibility
3
AEO Visibility
iNear-invisible · 3/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
?
AI Adoption
iNone detected · -/100
About Chemical engineering consulting
from johnquatroche.com
Quatroche Process Consulting
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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, Chemical engineering consulting is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Chemical engineering consulting
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 September 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnquatroche
Cite this score: Engagemii (2026). "AEO Score for Chemical engineering consulting." Retrieved from https://engagemii.com/aeo/brands/johnquatroche
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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