#442,221 OF 719,064 IN E-COMMERCE
SCORE HISTORY BEGINS 2026-07-06
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AI Visibility Scorecard
Project 281 Coffee Roasters
project281.com · E-commerce
Borderline visible. AI bots can crawl Project 281 Coffee Roasters, 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
#442,221 of 719,064 in E-commerce for AI visibility
4
AEO Visibility
iBorderline · 4/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About Project 281 Coffee Roasters
from our crawl and measurement
"Cart Coffee Roaster & Cafe Open 7 days Welcome to Project 281’s flagship store in the heart of Brunswick." That is how Project 281 Coffee Roasters introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.
On the page itself the strengths are clear: a clearly stated business identity. It is passable on some structured data, a workable page structure, basic crawler access and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews.
Off the page there is only faint evidence that the domain is only lightly established. Beyond that, almost no other sites link to it, 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.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
1
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 4/10, Project 281 Coffee Roasters is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Project 281 Coffee Roasters
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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 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/project281
Cite this score: Engagemii (2026). "AEO Score for Project 281 Coffee Roasters." Retrieved from https://engagemii.com/aeo/brands/project281
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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