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AI Visibility Scorecard
Kontext Coffee Co.
kontextcoffee.com · E-commerce
Somewhat visible. AI bots can read Kontext Coffee Co., but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · Apple Intelligence · Meta AI
#26,195 of 639,048 in E-commerce for AI visibility
6.3
/10
AEO Score
About Kontext Coffee Co.
from our crawl and measurement
Kontext Coffee Co. is a Ganarew, England business whose own site puts it this way: "Great coffee. Sustainably sourced. Kontext Coffee is a specialty coffee roaster right on the border between Monmouthshire in South Wales and Herefordshire in England." Its AI visibility score is 6.3 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
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
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
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
8
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
5
Social discussion and mentions.
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 6.3/10, Kontext Coffee Co. has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Kontext Coffee Co.
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kontextcoffee
Cite this score: Engagemii (2026). "AEO Score for Kontext Coffee Co.." Retrieved from https://engagemii.com/aeo/brands/kontextcoffee
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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