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AI Visibility Scorecard

Mama Kres — Celestial Ice Cream

Mama Kres — Celestial Ice Cream

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mamakres.com · Food & Beverage

Borderline visible. AI bots can crawl Mama Kres — Celestial Ice Cream, 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.

AI engines read this profile 7 times

Claude · Amazon Alexa · Meta AI · Apple Intelligence

#814,527 of 1,366,055 in Food & Beverage for AI visibility

4

AEO Visibility

i

Near-invisible · 3.9/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About Mama Kres — Celestial Ice Cream

from our crawl and measurement

Mama Kres Celestial Ice Cream is a business whose own site puts it this way: "Handcrafted celestial ice cream made with love, magic, and the finest ingredients. Discover our mystical flavors in Maryland." When AI engines look at it, they find little to work with. It scores 3.9 out of 10.

Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.

AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic), AmazonBot (Alexa AI) and Applebot (Siri).

Industry · Food & Beverage
Last scored · Aug 2, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

Clear headings and answer-style content.

Entity Clarity

6

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

3

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

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 3.9/10, Mama Kres — Celestial Ice Cream is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Mama Kres — Celestial Ice Cream: 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 2, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Mama Kres — Celestial Ice Cream." Retrieved from https://engagemii.com/aeo/brands/mamakres

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

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