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AI Visibility Scorecard
kickinghorsecoffee.com · E-commerce
Somewhat visible. AI bots can read Kicking Horse Coffee - USA, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#5,981 of 510,311 in E-commerce for AI visibility
6.6
/10
AEO Score
from our crawl and measurement
Kicking Horse Coffee describes itself simply: "Roasted in Canada. Shop Ground & Whole Bean Coffee. All Organic. All Fairtrade Coffee." Its AI visibility score is 6.6 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on crawler access and the files AI engines look for. It is passable on some structured data, a partly stated business identity and partial sitemap and link coverage. What holds it back is a heading structure that lays out what it offers and credibility markers like credentials or reviews.
Off the page, other sites link to it and AI engines recognise it as a distinct business. There is some, but not much, sign that the domain is only lightly established and there is little discussion of it. Beyond that, there is no press coverage to draw on and it does not come up on Reddit.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together.
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
6
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
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
0
No press coverage found yet.
Community
3
Forum and community discussion.
0
No Reddit mentions found yet.
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 6.6/10, Kicking Horse Coffee - USA has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Kicking Horse Coffee - USA
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Weekly ChatGPT & Claude citation tracking
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
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Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kickinghorsecoffee
Cite this score: Engagemii (2026). "AEO Score for Kicking Horse Coffee - USA." Retrieved from https://engagemii.com/aeo/brands/kickinghorsecoffee
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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