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AI Visibility Scorecard
Muddy York Brewing Co.
muddyyorkbrewing.com · E-commerce
Borderline visible. AI bots can crawl Muddy York Brewing Co., 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 1 times
Claude
#282,544 of 510,772 in E-commerce for AI visibility
4.3
/10
AEO Score
About Muddy York Brewing Co.
from muddyyorkbrewing.com
An award-winning small-batch craft brewery in Stouffville, ON. Retail store open, taproom coming soon!
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
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 4.3/10, Muddy York Brewing Co. is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Muddy York Brewing Co.
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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/muddyyorkbrewing
Cite this score: Engagemii (2026). "AEO Score for Muddy York Brewing Co.." Retrieved from https://engagemii.com/aeo/brands/muddyyorkbrewing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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