AI Visibility Scorecard
Cafe 1903 at Ends of The Earth
cafe1903.com · Food & Beverage
Borderline visible. AI bots can crawl Cafe 1903 at Ends of The Earth, 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 8 times
ChatGPT · Claude
#906,391 of 1,391,469 in Food & Beverage for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Food & Beverage average 12
Top 80% of Food & Beverage
See what's behind this score →3.6
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Food & Beverage average 2. Claim your page and Engagemii is your first.
See what's behind this score →10
Muse Index Score
iAI agent readiness
Basic · 10/100
Food & Beverage average 18
See what's behind this score →0
About Cafe 1903 at Ends of The Earth
from our crawl and measurement
Cafe 1903 at Ends of The Earth describes itself simply: "Discover Café 1903 for a unique coffee experience in Collingswood, blending modern vibes with classic flavors." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.
On the page it is passable on a partly stated business identity and basic crawler access. What holds it back is a heading structure that lays out what it offers, sitemaps and entity links AI can follow, structured data describing the business and credibility markers like credentials or reviews.
Off the page, almost no other sites link to it, 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. Those are earned elsewhere on the web, not fixed on the site itself.
There is not much on the page to read either, about 43 words.
- Company ·
- Cafe 1903 at Ends of The Earth
- Website ·
- cafe1903.com
- Industry ·
- Food & Beverage
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Aug 1, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Good
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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 3.6/10, Cafe 1903 at Ends of The Earth is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Cafe 1903 at Ends of The Earth
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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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cafe1903
Cite this score: Engagemii (2026). "AEO Score for Cafe 1903 at Ends of The Earth." Retrieved from https://engagemii.com/aeo/brands/cafe1903
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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