AI Visibility Scorecard
Vignette Coffee Roasters
vignettecoffee.com · E-commerce
Borderline visible. AI bots can crawl Vignette 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 8 times
Claude · Meta AI
#76,792 of 739,332 in E-commerce for AI visibility
44
AI Naming Predictability
iRarely named · 44/100
E-commerce average 18
Top 14% of E-commerce
See what's behind this score →4
-
Network Authority
iNot connected yet
E-commerce average 0.0
0 relationships · E-commerce average 9
See what's behind this score →50
Muse Index Score
iAI agent readiness
Transactable · 50/100
E-commerce average 27
See what's behind this score →0
About Vignette Coffee Roasters
from our crawl and measurement
Vignette Coffee Roasters describes itself simply: "Vignette Coffee Roasters is a Greensboro wholesale specialty coffee roastery + coffee shop that teaches coffee classes, offers tech service, + hosts public coffee events." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Vignette Coffee Roasters
- Website ·
- vignettecoffee.com
- Industry ·
- E-commerce
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 9, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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, Vignette Coffee Roasters is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Vignette Coffee 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 Vignette Coffee Roasters.
Vignette Coffee Roasters lists 94 products, 86 in stock, priced 0.00 to 170.00.
Show all 94 products
- Ethiopia Mr. Bekele Gemeda - Washed Yirgacheffe - Wholesale · 0.00 · Wholesale Bagged Coffee
- Ethiopia Bekele Gemeda - Washed Yirgacheffe · 21.00 · Bagged Coffee
- Colombia Cauca Excelso - Fully Washed - Wholesale · 0.00 · Wholesale Bagged Coffee
- Ethiopia Mr. Getaneh Girma - Idido - Natural Yirgacheffe - Wholesale · 0.00 · Wholesale Bagged Coffee
- Ethiopia Mr. Getaneh Girma - Idido - Natural Yirgacheffe · 21.00 · Bagged Coffee
- Colombia Cauca Excelso - Fully Washed · 18.00 · Bagged Coffee
- Honduras Las Flores - Natural Yellow Catuai - Wholesale · 0.00 · Wholesale Bagged Coffee
- Honduras Las Flores - Natural Yellow Catuai - Roger Dominguez · 20.00 · Bagged Coffee
- Fall Seasonal Blend 2026 - Wholesale · 0.00 · Wholesale Bagged Coffee
- Fall Seasonal Blend 2026 · 19.00 · Bagged Coffee
- Mexico Cristal - Dark Roast - Wholesale · 0.00 · Wholesale Bagged Coffee
- Mexico Cristal - Dark Roast · 18.00 · Bagged Coffee
- Colombia Decaf de Caña - El Jardín - Isaías Vargas - Wholesale · 0.00 · Wholesale Bagged Coffee
- Colombia Decaf de Caña - El Jardín - Isaías Vargas · 18.00 · Bagged Coffee
- Costa Rica Cerro San Luis Micromill - Yellow Honey - Wholesale · 0.00 · Wholesale Bagged Coffee
- Costa Rica Cerro San Luis Micromill - Yellow Honey · 19.00 · Bagged Coffee
- Guatemala San Carlos - Antigua - Washed · 18.00 · Bagged Coffee
- Guatemala San Carlos - Antigua - Wholesale · 0.00 · Wholesale Bagged Coffee
- Toddy Commercial Model Mesh Strainer (1 ct) · 24.50 · Merch
- Vignette RealTree Camo Tee · 38.00 · Merch
- Vignette "Rocket" Ringer Tee · 25.00 · out of stock · Merch
- Perú Efrain Carhuallocllo - Extended Fermentation Washed Gesha · 25.00 · Bagged Coffee
- Perú Efrain Carhuallocllo - Extended Washed Gesha - Wholesale · 4.00 · Wholesale Bagged Coffee
- Hario Largo - Tea Dripper · 47.50 · Merch
- Dark Chocolate Bar - Eigen · 11.00 · Treats
- Sweet Farm All-Natural Syrup · 13.00 · out of stock · Merch
- Hario Switch - Immersion Ceramic Dripper · 49.50 · out of stock · Merch
- Production Work · 3.38
- Toll Roasting · 2.00
- Nightshade - Dark Roast House Blend · 17.00 · Bagged Coffee
- Golden Key - Medium Roast House Blend · 17.00 · Bagged Coffee
- Rose Glass - Light Roast House Blend · 18.00 · Bagged Coffee
- Oatly Oat Milk Barista Edition, 32 fl oz · 5.50 · Grocery
- Milkadamia Macadamia Milk, Formula Barista, 32 fl oz · 5.50 · Grocery
- Dona Masala Chai Concentrate, 64 fl oz · 27.50 · out of stock · Grocery
- Hario V60 02 Coffee Dripper · 13.00 · Merch
- Kalita Wave 155 Stainless Steel Coffee Dripper · 37.00 · Merch
- Song Tea Loose Leaf Kraft Canister · 19.00 · Grocery
- Vignette "Match" Full-Zip Hoodie · 45.00 · out of stock · Merch
- Felt Filter 2-Pack for Toddy Cold Brew System · 5.00 · Merch
- Kalita Wave 155 Paper Filters · 11.00 · Merch
- Fellow Stagg EKG Electric Pour-Over Kettle · 170.00
- Vignette Bambi Tote · 22.00 · Merch
- Urnex Tabz Coffee Brewer Cleaning Tablets · 10.25 · Merch
- Big Digit Digital Timer · 16.50 · Merch
- Melitta Coffee Filters - #2 White · 8.50 · Merch
- Melitta Coffee Filters - #4 White · 9.00 · Merch
- Chemex Bonded Paper Filters, Pre-Folded Circles · 16.75 · Merch
- AeroPress Original Coffee Maker · 45.00 · Merch
- Vignette "A Real Firecracker!" Tee · 24.00 · Merch
- Toddy Cold Brew System · 40.00 · out of stock · Merch
- Vignette "Match" Tee · 22.00 · Merch
- Urnex Puro Espresso Machine Cleaner · 16.50 · Merch
- Urnex Rinza Milk Frother Cleaner · 22.50 · Merch
- Paper Filters for Toddy Commercial Model Cold Brew System (50 ct) · 84.00 · Merch
- Toddy Commercial Model Cold Brew System · 120.00 · Merch
- Hario V60 Paper Filters (01/02/03)- White (100 ct) · 9.00 · Merch
- Aeropress Micro-Filters (350 ct) · 8.00 · Merch
- Hario V60 02 Vacuum Insulated Metal Server - Black · 45.00 · out of stock · Merch
- Kalita Wave Glass Coffee Server - 500ml · 27.25 · out of stock · Merch
- Bulk Chopped Dark Chocolate - Eigen 75% Dominican · 7.00 · Grocery
- Rose Glass - Light Roast House Blend - Wholesale · 0.00 · Wholesale Bagged Coffee
- Nightshade - Dark Roast House Blend - Wholesale · 0.00 · Wholesale Bagged Coffee
- Golden Key - Medium Roast House Blend - Wholesale · 0.00 · Wholesale Bagged Coffee
- Personal Coffee Class at the Roastery - Any Level · 60.00 · Class
- Exploring Extraction - Level 3 · 60.00 · Class
- Calibrated Cupper - Level 3 · 60.00 · Class
- Clean Machine - Level 3 · 60.00 · Class
- Sensory Science - Level 2 · 65.00 · Class
- Stretch + Pour - Level 2 · 60.00 · Class
- Dialed-In Espresso - Level 2 · 60.00 · Class
- Getting on Bar - Level 1 · 60.00 · Class
- The Bigger Picture - Level 1 · 60.00 · Class
- Making Coffee - Level 1 · 60.00 · Class
- Kalita Wave 185 Paper Filters · 15.00 · Merch
- Roaster's Choice Subscription · 20.00 · Subscription
- Decaf Subscription · 19.00 · Subscription
- Single Origin Subscription · 20.00 · Subscription
- Sweet + Juicy Subscription · 22.00 · Subscription
- Full + Rich Subscription · 19.00 · Subscription
- Espresso Brew Guide · 0.00 · Guides
- Cold Brew Guide · 0.00 · Guides
- Flash-Chilled Pour Over Brew Guide · 0.00 · Guides
- Aeropress Brew Guide · 0.00 · Guides
- Auto-Dripper Brew Guide · 0.00 · Guides
- Press Pot Brew Guide · 0.00 · Guides
- Kalita Wave 185 Pour Over Brew Guide · 0.00 · Guides
- Personal Online Coffee Class - Any Level · 60.00 · Class
- Preventative Maintenance Guide · 0.00 · Guides
- Kalita Wave 185 Stainless Steel Coffee Dripper · 40.00 · Merch
- Vignette Coffee Roasters Gift Card · 10.00 · Gift Cards
- Nightshade - Dark Roast House Blend - Subscription · 19.00 · Subscription
- Golden Key - Medium Roast House Blend - Subscription · 19.00 · Subscription
- Rose Glass - Light Roast House Blend - Subscription · 20.00 · Subscription
Machine-readable copy: the product feed (JSON).
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/vignettecoffee
Cite this score: Engagemii (2026). "AEO Score for Vignette Coffee Roasters." Retrieved from https://engagemii.com/aeo/brands/vignettecoffee
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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