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AI Visibility Scorecard

Left Hand Coffee

Left Hand Coffee

Unclaimed

lefthandcoffee.com · restaurants

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

Monitoring for AI engine activity

In the Engagemii AEO index

#70,311 of 1,752,025 in Food & Beverage for AI visibility

6

/10

AEO Score

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About Left Hand Coffee

from lefthandcoffee.com

Locally owned coffee roaster located in Montauk, New York. We are dedicated to bring you the best coffee from all over the world, produced in a sustainable way for the earth and farmers alike.

Industry · restaurants
Last scored · Aug 1, 2026
Employees · 11-50

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

4

Clear headings and answer-style content.

Entity Clarity

9

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.

Off-page authority

How the web signals your brand to AI

Backlinks

9

Inbound links from other sites.

Domain Trust

3

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 6/10, Left Hand Coffee has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for Left Hand Coffee

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Left Hand Coffee: Food & Beverage

Your Ingredient Label Has a Story. Is Anyone Telling It?

Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.

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Source & Attribution

Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Left Hand Coffee." Retrieved from https://engagemii.com/aeo/brands/lefthandcoffee

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

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