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AI Visibility Scorecard

Cellar Sleuths

Cellar Sleuths

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cellarsleuths.com · Food & Beverage

Borderline visible. AI bots can crawl Cellar Sleuths, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.

Monitoring for AI engine activity

In the Engagemii AEO index

#499,583 of 1,353,675 in Food & Beverage for AI visibility

4.7

/10

AEO Score

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About Cellar Sleuths

from our crawl and measurement

"Cellar Sleuths is a wine review blog where two neurologists-turned-sommeliers review bottles of wine from our local liquor stores and wine lists from local restaurants to find great wine." That is how Cellar Sleuths introduces itself. When AI engines look at it, they find little to work with. It scores 4.4 out of 10.

Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap.

Industry · Food & Beverage
Last scored · Aug 10, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

Clear headings and answer-style content.

Entity Clarity

5

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

10

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

AI Discoverability

7

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

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 4.7/10, Cellar Sleuths is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Cellar Sleuths

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Picked for Cellar Sleuths: 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/cellarsleuths

Cite this score: Engagemii (2026). "AEO Score for Cellar Sleuths." Retrieved from https://engagemii.com/aeo/brands/cellarsleuths

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

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