AI visibility score
3.6/ 10Weak
As of 2026-08-02 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

MF Carriers

MF Carriers

Unclaimed

mfcarriers.com · Other

Borderline visible. AI bots can crawl MF Carriers, 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 6 times

Meta AI · Claude · Perplexity

0

AI Naming Predictability

i

Rarely named · 0/100

More likely to be named than 3% of Other companies

4

AEO Visibility

i

Near-invisible · 3.6/10

25

Muse Index Score

i

AI agent readiness

Basic · 25/100

0

AI Adoption

i

None detected · 0/100

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About MF Carriers

from our crawl and measurement

MF Carriers, based in Guadalupe, Nuevo León, describes itself simply: "Compra y venta de cartón, chatarra, cobre, aluminio y metales reciclables. Volumen industrial a minoristas y mayoristas." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.

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

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Other
Last scored · Aug 2, 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

Strong

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Weak

Experience, Expertise, Authority, Trust markers.

Technical AEO

Good

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 3.6/10, MF Carriers is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for MF Carriers: 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/mfcarriers

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

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

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