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AI Visibility Scorecard

Mick & Sam's Ice Cream

Mick & Sam's Ice Cream

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mickandsam.com · Food & Beverage

At 2.8/10, Mick & Sam's Ice Cream is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.

AI engines read this profile 2 times

Amazon Alexa · Meta AI

#1,159,468 of 1,358,004 in Food & Beverage for AI visibility

2.8

/10

AEO Score

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About Mick & Sam's Ice Cream

from our crawl and measurement

Mick & Sam's Ice Cream describes itself simply: "real fruit flavors strawberry blueberry raspberry blackberry events & catering Bring the joy of Mick & Sam’s Ice Cream to your next event!We bring our NZ-made real fruit ice cream machine." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.8 out of 10.

On the page itself the strengths are clear: a clearly stated business identity. It is passable on some structured data and basic crawler access. What holds it back is a heading structure that lays out what it offers, sitemaps and entity links AI can follow and credibility markers like credentials or reviews.

Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, 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.

There is not much on the page to read either, about 129 words.

Industry · Food & Beverage
Last scored · Aug 7, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

5

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

3

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

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

5

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

AI Discoverability

3

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 2.8/10, Mick & Sam's Ice Cream is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Mick & Sam's Ice Cream

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Mick & Sam's Ice Cream: 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 August 7, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Mick & Sam's Ice Cream." Retrieved from https://engagemii.com/aeo/brands/mickandsam

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

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