#334,870 OF 721,588 IN E-COMMERCE
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AI Visibility Scorecard
grumpyolefartcoffee.com · E-commerce
Borderline visible. AI bots can crawl Grumpy Ole Fart Coffee, 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 2 times
Claude · ChatGPT
#334,870 of 721,588 in E-commerce for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"No frou-frou syrups, no unicorn sprinkles, no nonsense." That is how Grumpy Ole Fart Coffee introduces itself. When AI engines look at it, they find little to work with. It scores 4.4 out of 10.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
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.
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 4.4/10, Grumpy Ole Fart Coffee 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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Scored by Engagemii on August 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/grumpyolefartcoffee
Cite this score: Engagemii (2026). "AEO Score for Grumpy Ole Fart Coffee." Retrieved from https://engagemii.com/aeo/brands/grumpyolefartcoffee
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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