AI Visibility Scorecard
Happy Bean Roastery - Freshly roasted coffee beans every day in Hong Kong
happybeanroastery.com · Food & Beverage
Borderline visible. AI bots can crawl Happy Bean Roastery - Freshly roasted coffee beans every day in Hong Kong, 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 1 times
Claude
#1,182,368 of 1,392,203 in Food & Beverage for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Happy Bean Roastery - Freshly roasted coffee beans every day in Hong Kong
from our crawl and measurement
"Happy Bean Roastery is an artisan coffee roaster in Hong Kong. We started in 2014 and we've been offering high quality, freshly roasted coffee beans to cafes and happy coffee lovers ever." That is how Happy Bean Roastery introduces itself. When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found structured data on the page (WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 3.5/10, Happy Bean Roastery - Freshly roasted coffee beans every day in Hong Kong is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Happy Bean Roastery - Freshly roasted coffee beans every day in Hong Kong
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/happybeanroastery
Cite this score: Engagemii (2026). "AEO Score for Happy Bean Roastery - Freshly roasted coffee beans every day in Hong Kong." Retrieved from https://engagemii.com/aeo/brands/happybeanroastery
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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