AI Visibility Scorecard
Project 281 Coffee Roasters
project281.com · E-commerce
At 2.4/10, Project 281 Coffee Roasters is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Backlinks and Domain Trust. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude
20
AI Naming Predictability
iRarely named · 20/100
E-commerce average 18
Top 50% of E-commerce
See what's behind this score →2.4
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in E-commerce average 9. Claim your page and Engagemii is your first.
See what's behind this score →35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
E-commerce average 27
See what's behind this score →0
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 2.4 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.
- Company ·
- Project 281 Coffee Roasters
- Website ·
- project281.com
- Industry ·
- E-commerce
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 8, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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
-
Not yet measured.
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 2.4/10, Project 281 Coffee Roasters is near-invisible to AI engines today. That is 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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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Project 281 Coffee Roasters.
Source & Attribution
Scored by Engagemii on November 8, 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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