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AI Visibility Scorecard
The Cottage Chemist
cmcpublishing.org · Media & Entertainment
Borderline visible. AI bots can crawl The Cottage Chemist, 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
#1,283,899 of 1,898,903 in Media & Entertainment for AI visibility
4
/10
AEO Score
About The Cottage Chemist
from our crawl and measurement
The Cottage Chemist is a business whose own site puts it this way: "The Cottage Chemist is an independently owned publishing company providing science based books and tutorials on Holistic Health, Herbal Remedies, and Natural Healing." When AI engines look at it, they find little to work with. It scores 3.7 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
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
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 4/10, The Cottage Chemist is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The Cottage Chemist
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cmcpublishing-org
Cite this score: Engagemii (2026). "AEO Score for The Cottage Chemist." Retrieved from https://engagemii.com/aeo/brands/cmcpublishing-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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