AI Visibility Scorecard
Vagrant Coffee
vagrantcoffee.com · Education
Borderline visible. AI bots can crawl Vagrant Coffee, 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
Claude · Meta AI · Perplexity
#114,113 of 937,769 in Education for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Education average 14
Top 20% of Education
See what's behind this score →4
-
Network Authority
iNot connected yet
Education average 0.0
0 relationships · Education average 4
See what's behind this score →10
0
About Vagrant Coffee
from our crawl and measurement
Vagrant Coffee is a Baltimore, MD business whose own site puts it this way: "Vagrant Coffee is a Black and Veteran-owned coffee company based in Baltimore, offering thoughtfully roasted beans, a stylish cafe, and mobile espresso bars for events." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Vagrant Coffee
- Website ·
- vagrantcoffee.com
- Industry ·
- Education
- Location ·
- Baltimore, MD
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Aug 2, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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
Strong
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 read your site and name it in answers. At 4.2/10, Vagrant Coffee is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Vagrant Coffee
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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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/vagrantcoffee
Cite this score: Engagemii (2026). "AEO Score for Vagrant Coffee." Retrieved from https://engagemii.com/aeo/brands/vagrantcoffee
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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