AI VISIBILITY SCOREAS OF 2026-09-01 · ENGAGEMII INDEX
4.9/ 10

▲ 0.9 since Jul 2026

#61,679 OF 207,382 IN BEAUTY & PERSONAL CARE

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

COLDFRONT

COLDFRONT

Unclaimed

getcoldfront.com · Beauty & Personal Care

Borderline visible. AI bots can crawl COLDFRONT, 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 1 times

Claude

#61,679 of 207,382 in Beauty & Personal Care for AI visibility

5

AEO Visibility

i

Borderline · 4.9/10

35

Muse Index Score

i

AI agent readiness

Basic · 35/100

0

AI Adoption

i

None detected · 0/100

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About COLDFRONT

from our crawl and measurement

COLDFRONT describes itself simply: "Industrial-grade cold chain packaging. Insulated boxes, liners, and mailers for pharma, confectionery, perishables, and cosmetics." When AI engines look at it, they find little to work with. It scores 4.8 out of 10.

The site does the on-page work well, with structured data on the page (Organization), an llms.txt file for AI models, a sitemap.

Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.

Industry · Beauty & Personal Care
Last scored · Sep 1, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Good

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

Clear headings and answer-style content.

Entity Clarity

Fair

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Fair

Experience, Expertise, Authority, Trust markers.

Technical AEO

Strong

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

AI Discoverability

Good

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

Weak

Not in AI knowledge graphs yet.

News & Press

Weak

No press coverage found yet.

Community

Weak

No community discussion yet.

Social Mentions

Weak

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 4.9/10, COLDFRONT is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

WHAT IS COLD CHAIN?

Cold chain is the unbroken series of refrigerated storage and distribution activities that maintain a product within a specified temperature range from origin to destination. If any link in the chain breaks — even briefly — product integrity is compromised. Every year, billions of dollars in perishable goods are lost to cold chain failures.

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The exact fixes for COLDFRONT

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Picked for COLDFRONT: 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 September 1, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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