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AI Visibility Scorecard
Grumpy Bums
grumpybums.com · E-commerce
Somewhat visible. AI bots can read Grumpy Bums, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#157,000 of 533,082 in E-commerce for AI visibility
5.1
/10
AEO Score
About Grumpy Bums
from our crawl and measurement
Grumpy Bums, healthy kids snacks, without added sugar is a business whose own site puts it this way: "kids snacks Healthy kids snacks Healthy treats Kids Kids foods, Lunchbox ideas Snacks for toddlers Treats for toddlers Sugar free kids snacks Sugar free kids snack healthy what are good." When AI engines look at it, they find little to work with. It scores 4.9 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
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
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
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 5.1/10, Grumpy Bums 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 Bums
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The $4.6 Trillion Problem Every E-Commerce Brand Ignores
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/grumpybums
Cite this score: Engagemii (2026). "AEO Score for Grumpy Bums." Retrieved from https://engagemii.com/aeo/brands/grumpybums
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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