AI Visibility Scorecard
Muffy's Tap
muffystap.com · Food & Beverage
Borderline visible. AI bots can crawl Muffy's Tap, 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 6 times
Meta AI · Claude · Apple Intelligence
#370,278 of 1,392,200 in Food & Beverage for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
0
AI Adoption
iNone detected · 0/100
About Muffy's Tap
from our crawl and measurement
"Since 2005, Muffy's Tap in Ottawa, IL, has been the top destination for sports fans and food lovers in La Salle, Peru, Morris, Streator, Utica, and beyond." That is how Muffy's Tap of Ottawa, IL introduces itself. When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite, WebPage). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
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 4/10, Muffy's Tap is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Muffy's Tap
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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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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/muffystap
Cite this score: Engagemii (2026). "AEO Score for Muffy's Tap." Retrieved from https://engagemii.com/aeo/brands/muffystap
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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