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AI Visibility Scorecard
MN Coffee – Find Every Coffee Shop in Minnesota
mplscoffee.com · Food & Beverage
Somewhat visible. AI bots can read MN Coffee – Find Every Coffee Shop in Minnesota, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Apple Intelligence · Meta AI · Claude
#32,674 of 1,355,178 in Food & Beverage for AI visibility
6.1
/10
AEO Score
About MN Coffee – Find Every Coffee Shop in Minnesota
from our crawl and measurement
MN Coffee Find Every Coffee Shop in Minnesota is a business whose own site puts it this way: "The free app to discover every independent coffee shop in Minnesota. 900+ shops with maps, hours, ratings and AI summaries." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.1 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (MobileApplication, FAQPage), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 6.1/10, MN Coffee – Find Every Coffee Shop in Minnesota has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What is MN Coffee?
MN Coffee is a free mobile app for iOS and Android that helps you discover every independent coffee shop in Minnesota. It features an interactive map of 900+ shops, real-time open/closed hours, Google ratings, and AI-powered descriptions.
Is the MN Coffee app free?
Yes, MN Coffee is completely free to download and use. No subscription, no ads, and no account required. Just download and start discovering great coffee.
How many coffee shops are listed in MN Coffee?
MN Coffee features over 900 independent coffee shops across Minnesota, covering cities like Minneapolis, Saint Paul, Duluth, Rochester, St. Cloud, Mankato, and more.
How do I find coffee shops near me in Minnesota?
Download the free MN Coffee app on iOS or Android. The app uses your location to show nearby coffee shops on an interactive map with real-time hours, ratings, and directions.
What cities does MN Coffee cover?
MN Coffee covers every city in Minnesota with independent coffee shops, including Minneapolis, Saint Paul, Duluth, Rochester, St. Cloud, Mankato, Bloomington, Eden Prairie, Woodbury, Maple Grove, and over 200 more communities statewide.
Is this your brand?
The exact fixes for MN Coffee – Find Every Coffee Shop in Minnesota
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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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/mplscoffee
Cite this score: Engagemii (2026). "AEO Score for MN Coffee – Find Every Coffee Shop in Minnesota." Retrieved from https://engagemii.com/aeo/brands/mplscoffee
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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