AI Visibility Scorecard
Coffee By Design
maineroaster.com · E-commerce
Borderline visible. AI bots can crawl Coffee By Design, 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
#284,388 of 738,283 in E-commerce for AI visibility
76
AI Naming Predictability
iLikely to be named · 76/100
5
AEO Visibility
iBorderline · 4.8/10
50
Muse Index Score
iAI agent readiness
Transactable · 50/100
0
AI Adoption
iNone detected · 0/100
About Coffee By Design
from our crawl and measurement
Coffee By Design describes itself simply: "Since 1994, Coffee By Design has been a welcoming community hub for anyone who values great, freshly roasted coffee and active involvement in shaping the greater good." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.8 out of 10.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.8/10, Coffee By Design is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Coffee By Design
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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 October 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/maineroaster
Cite this score: Engagemii (2026). "AEO Score for Coffee By Design." Retrieved from https://engagemii.com/aeo/brands/maineroaster
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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