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AI Visibility Scorecard
Grumpy Old Men Soap Works
grumpyoldmensoapworks.com · Technology
Borderline visible. AI bots can crawl Grumpy Old Men Soap Works, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,008,122 of 2,828,978 in Technology for AI visibility
4
/10
AEO Score
About Grumpy Old Men Soap Works
from our crawl and measurement
"Discover premium handmade soap crafted with natural and organic ingredients at Grumpy Old Men Soap Works. Sign up for updates and promotions!." That is how Grumpy Old Men Soap Works introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.7 out of 10.
Our crawl found an llms.txt file for AI models and a sitemap. It is missing structured data describing the business and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
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.
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 4/10, Grumpy Old Men Soap Works is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Grumpy Old Men Soap Works
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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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/grumpyoldmensoapworks
Cite this score: Engagemii (2026). "AEO Score for Grumpy Old Men Soap Works." Retrieved from https://engagemii.com/aeo/brands/grumpyoldmensoapworks
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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