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AI Visibility Scorecard
hooliganssoapco.com · E-commerce
Somewhat visible. AI bots can read Hooligans Soap Co., but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
ChatGPT
#386 of 521,137 in E-commerce for AI visibility
7
/10
AEO Score
from our crawl and measurement
Hooligans Soap Co., based in South Lyon, MI, describes itself simply: "At Hooligans Soap Co. We are a small family farm raising happy dairy goats and making only the best goat milk products for other family’s to enjoy." Measured against the twelve signals AI engines rely on, it scores 7.0 out of 10, a strong showing.
On its own pages the site does well on a clear heading structure, a clearly stated business identity and crawler access and the files AI engines look for. It is passable on some structured data and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews.
Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
8
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
6
Sitemaps and entity links AI can follow.
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.
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 7/10, Hooligans Soap Co. has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Hooligans Soap Co.
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Weekly ChatGPT & Claude citation tracking
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
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Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/hooliganssoapco
Cite this score: Engagemii (2026). "AEO Score for Hooligans Soap Co.." Retrieved from https://engagemii.com/aeo/brands/hooliganssoapco
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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