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AI Visibility Scorecard

Mean Muggs

Mean Muggs

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meanmuggs.com · Food & Beverage

Borderline visible. AI bots can crawl Mean Muggs, 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

#917,576 of 1,419,367 in Food & Beverage for AI visibility

3.8

/10

AEO Score

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About Mean Muggs

from our crawl and measurement

HOME describes itself simply: "Skip to content Mugs, Tumblers & Drinkware Newsletter Sign up for NewsletterSignup for the Mean Muggs newsletter to get notified about sales and new products." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.

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

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

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

6

Clear headings and answer-style content.

Entity Clarity

7

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

6

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 Trust

0

Little domain authority yet.

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 3.8/10, Mean Muggs is crawlable but under-signaled - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for Mean Muggs

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Mean Muggs: 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 10, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Mean Muggs." Retrieved from https://engagemii.com/aeo/brands/meanmuggs

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

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