AI visibility score
1.4/ 10Weak
As of 2026-11-08 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Merchants of Thirst

Merchants of Thirst

Unclaimed

merchantsofthirst.com · Food & Beverage

At 1.4/10, Merchants of Thirst is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Backlinks and Domain Trust. That is fixable, and the signals below show where to start.

AI engines read this profile 3 times

Claude

7

AI Naming Predictability

i

Rarely named · 7/100

Food & Beverage average 12

Top 45% of Food & Beverage

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1.4

AEO Visibility

i

Near-invisible · 1.4/10

Food & Beverage average 4.0

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses in Food & Beverage average 2. Claim your page and Engagemii is your first.

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25

Muse Index Score

i

AI agent readiness

Basic · 25/100

Food & Beverage average 18

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0

AI Adoption

i

None detected · 0/100

Food & Beverage average 0

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About Merchants of Thirst

from our crawl and measurement

Merchants of Thirst is a business whose own site puts it this way: "Merchants of Thirst imports and distributes fine wine and spirits throughout California. Our passion draws us to family-owned boutique producers, whose wines represent a sense of place." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 1.4 out of 10.

On the page itself the strengths are clear: a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a partly stated business identity. What holds it back is structured data describing the business and credibility markers like credentials or reviews.

Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.

The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Company ·
Merchants of Thirst
Industry ·
Food & Beverage
Site status ·
Live (The website showed an active business site when last checked (Oct 31, 2026).)
Last scored ·
Nov 8, 2026

The 6 on-page signals AI reads

Strong · Good · Fair · Weak

Structured Data

Fair

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

Clear headings and answer-style content.

Entity Clarity

Fair

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Weak

Experience, Expertise, Authority, Trust markers.

Technical AEO

Good

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

AI Discoverability

Good

Sitemaps and entity links AI can follow.

The 6 off-page signals AI reads

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

-

Not yet measured.

News & Press

Weak

No press coverage found yet.

Community

Weak

No community discussion yet.

Social Mentions

Weak

No social discussion found yet.

What this score means

Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 1.4/10, Merchants of Thirst is near-invisible to AI engines today. That is fixable, and the signals above are where to start.

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Picked for Merchants of Thirst: AEO & AI Search

Why your brand doesn't show up in ChatGPT answers (and how to fix it)

ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.

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Source & Attribution

Scored by Engagemii on November 8, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Merchants of Thirst." Retrieved from https://engagemii.com/aeo/brands/merchantsofthirst

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

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