AI Visibility Scorecard
Grumpy Vet Corps
grumpyvetcorps.com · E-commerce
Somewhat visible. AI bots can read Grumpy Vet Corps, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · Meta AI · Perplexity
#90,747 of 738,740 in E-commerce for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
40
Muse Index Score
iAI agent readiness
Transactable · 40/100
0
AI Adoption
iNone detected · 0/100
About Grumpy Vet Corps
from our crawl and measurement
Grumpy Vet Corps describes itself simply: "Coffee mugs and drinkware built for veterans who miss the people, not the pageantry. Grumpy Vet Corps delivers dry military humor, solid gear, and the kind of coffee culture that doesn’t." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.7 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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
Strong
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 5.7/10, Grumpy Vet Corps has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Grumpy Vet Corps
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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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Grumpy Vet Corps lists 82 products, 82 in stock, priced 28.00 to 32.00.
Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/grumpyvetcorps
Cite this score: Engagemii (2026). "AEO Score for Grumpy Vet Corps." Retrieved from https://engagemii.com/aeo/brands/grumpyvetcorps
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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