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AI Visibility Scorecard

Mad Batter Cookie Co

Mad Batter Cookie Co

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madbattercookieco.com · Food & Beverage

At 3/10, Mad Batter Cookie Co 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 3 times

Meta AI · Claude

#1,116,548 of 1,365,138 in Food & Beverage for AI visibility

3

AEO Visibility

i

Near-invisible · 3/10

35

Muse Index Score

i

AI agent readiness

Basic · 35/100

0

AI Adoption

i

None detected · 0/100

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About Mad Batter Cookie Co

from our crawl and measurement

"Mad Batter Cookie Company is a mail order and local delivery cookie business, specializing in unique and off-the-wall flavors." That is how Mad Batter Cookie Co of Coconut Creek, FL introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 out of 10.

On the page itself the strengths are clear: crawler access and the files AI engines look for. It is passable on a partly stated business identity. What holds it back is structured data describing the business, 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.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 90 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence. By its own structured data it is a restaurant business.

Industry · Food & Beverage
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

3

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

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

9

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 3/10, Mad Batter Cookie Co is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Mad Batter Cookie Co: 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 July 31, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Mad Batter Cookie Co." Retrieved from https://engagemii.com/aeo/brands/madbattercookieco

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

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