AI Visibility Scorecard
fontanacoffee.com · Food & Beverage
Borderline visible. AI bots can crawl Font Coffee Roasters, 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 23 times
Meta AI · Claude · Perplexity · ChatGPT
#75,446 of 1,391,994 in Food & Beverage for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
50
Muse Index Score
iAI agent readiness
Transactable · 50/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"Font Coffee Roasters is a wholesale & retail specialty coffee roaster based in Houston, Texas. We offer delicious single origin & blended coffees, as well as espresso machine & equipment." That is how Font Coffee Roasters introduces itself. When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
The site does the on-page work well, with structured data on the page (Organization, WebSite), an llms.txt file for AI models, a sitemap.
Our monitoring has logged 3 AI crawler visits here: the engines come, the question is what they find.
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
Weak
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.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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.
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 4.2/10, Font Coffee Roasters is crawlable but under-signaled - fixable, and the signals above are where to start.
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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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Font Coffee Roasters lists 125 products, 121 in stock, priced 7.00 to 160.00.
Machine-readable copy: the product feed (JSON).
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fontanacoffee
Cite this score: Engagemii (2026). "AEO Score for Font Coffee Roasters." Retrieved from https://engagemii.com/aeo/brands/fontanacoffee
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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