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AI Visibility Scorecard

madrona coffee

madrona coffee

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madronacoffee.com · E-commerce

Somewhat visible. AI bots can read madrona coffee, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 4 times

Meta AI · Claude

#144,398 of 665,064 in E-commerce for AI visibility

5

AEO Visibility

i

Borderline · 5.3/10

10

Muse Index Score

i

AI agent readiness

Basic · 10/100

0

AI Adoption

i

None detected · 0/100

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About madrona coffee

from our crawl and measurement

madrona coffee describes itself simply: "Shop high-quality wholesale coffee at Madrona Coffee. Get expert coffee education and espresso training for your business." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places, missing in others.

Under the hood there is an llms.txt file for AI models and a sitemap, but the score is capped by what is missing: structured data describing the business, a heading structure that lays out what it offers.

AI crawlers have visited the site 3 times in our tracking, so the engines are already looking.

Industry · E-commerce
Last scored · Aug 10, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

5

Clear headings and answer-style content.

Entity Clarity

3

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

8

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

3

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

0

No social discussion found yet.

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 5.3/10, madrona coffee has a working base to build on - fixable, and the signals above are where to start.

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Picked for madrona coffee: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

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Source & Attribution

Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/madronacoffee

Cite this score: Engagemii (2026). "AEO Score for madrona coffee." Retrieved from https://engagemii.com/aeo/brands/madronacoffee

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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