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AI Visibility Scorecard

matcha thomas

matcha thomas

Unclaimed

matchathomas.com · Food & Beverage

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

AI engines read this profile 1 times

Claude

#100,884 of 1,349,037 in Food & Beverage for AI visibility

5.7

/10

AEO Score

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About matcha thomas

from our crawl and measurement

"Founded in 2021, Matcha Thomas is a mobile teahouse serving artisan matcha lattes via pop-ups & curated events. Est. in Beacon, New York ~ Based Everywhere!." That is how matcha thomas introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.7 out of 10, readable in places and missing in others.

Our crawl found structured data on the page (WebSite, Organization, LocalBusiness), a sitemap and a readable heading structure. It is missing an llms.txt file.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Food & Beverage
Last scored · Aug 11, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

5

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

6

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

6

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

9

Inbound links from other sites.

Domain Trust

1

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

0

No Reddit mentions 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 5.7/10, matcha thomas has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for matcha thomas

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for matcha thomas: 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 11, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for matcha thomas." Retrieved from https://engagemii.com/aeo/brands/matchathomas

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

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