AI Visibility Scorecard
Upper Left Roasters
upperleftroasters.com · Food & Beverage
At 3.8/10, Upper Left Roasters is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, E-E-A-T Signals and Domain Trust. That is fixable, and the signals below show where to start.
AI engines read this profile 10 times
Meta AI · Claude · Amazon Alexa · Parallel
67
AI Naming Predictability
iNamed occasionally · 67/100
Food & Beverage average 12
Top 1% of Food & Beverage
See what's behind this score →3.8
-
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 →20
Muse Index Score
iAI agent readiness
Transactable · 20/100
Food & Beverage average 18
See what's behind this score →0
About Upper Left Roasters
from our crawl and measurement
Upper Left Roasters is a business whose own site puts it this way: "Coffee Roaster proudly serving the Ladd's Addition neighborhood. We offer single-origin and blend options and give priority to green not used by others in PDX." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.
Our crawl found an llms.txt file for AI models and a sitemap. It is missing structured data describing the business and a heading structure that lays out what it offers.
AI crawlers have read this profile 10 times in our tracking, including Meta AI, ClaudeBot (Anthropic) and AmazonBot (Alexa AI).
- Company ·
- Upper Left Roasters
- Website ·
- upperleftroasters.com
- Industry ·
- Food & Beverage
- Location ·
- Oregon City, OR
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 7, 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
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
Fair
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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 3.8/10, Upper Left Roasters is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
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The exact fixes for Upper Left Roasters
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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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Upper Left Roasters.
Upper Left Roasters lists 23 products, 21 in stock, priced 0.00 to 65.00.
Show all 23 products
- End of Summer Kick-Back · 0.00 · Event
- Test Event · 0.00 · Event
- Seasonal Blend · 25.00
- Beanz - 2 LB Kraft · 65.00 · Coffee
- Monthly Coffee Club Member's Choice · 22.00 · Coffee
- Hafi, Burundi · 27.00 · Coffee
- Monthly Coffee Club Roaster's Choice · 22.00 · Coffee
- Ivory Illustrated Tee · 35.00 · Goods
- Paprika Illustrated Tee · 35.00 · out of stock · Goods
- Ladd's Addition Hat · 30.00 · Goods
- Crewneck · 55.00 · Goods
- Brazuca, Brazil · 22.00 · Coffee
- Logo Tumbler · 37.00
- Decaf · 23.00 · Coffee
- Logo Cable Beanie · 27.00
- Online E-Gift Card · 10.00 · Gift Card
- Cafe Gift Card · 0.00 · out of stock
- Andino, Peru · 23.00 · Coffee
- Dark Roast · 22.00 · Coffee
- Chapina, Guatemala · 23.00 · Coffee
- Abyssinian, Ethiopia · 24.00 · Coffee
- Ladd's · 23.00 · Coffee
- Espresso · 23.00 · Coffee
Machine-readable copy: the product feed (JSON).
Source & Attribution
Scored by Engagemii on November 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/upperleftroasters
Cite this score: Engagemii (2026). "AEO Score for Upper Left Roasters." Retrieved from https://engagemii.com/aeo/brands/upperleftroasters
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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