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AI Visibility Scorecard

M-C Fabrication

Name: M-C Fabrication - AI Visibility Score
Creator: Engagemii
Published: 2026-08-08T22:41:06.015Z
License: https://creativecommons.org/licenses/by/4.0/

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mcfab.com · Food & Beverage

Borderline visible. AI bots can crawl M-C Fabrication, 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.

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Monitoring for AI engine activity

In the Engagemii AEO index

#1,080,958 of 1,712,924 in Food & Beverage for AI visibility

3.9

/10

AEO Score

About M-C Fabrication

from our crawl and measurement

"LEADERS IN QUALITY METAL FABRICATION SINCE 1976. Custom Welding, Laser Cutting, CnC Press Break and Machining. 913.764.5454 for a quote." That is how M-C Fabrication of Olathe, KS introduces itself. When AI engines look at it, they find little to work with. It scores 3.7 out of 10.

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

Industry · Food & Beverage

Last scored · Aug 8, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Clear headings and answer-style content.

Entity Clarity

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Experience, Expertise, Authority, Trust markers.

Technical AEO

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

AI Discoverability

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Inbound links from other sites.

Domain Trust

Little domain authority yet.

Entity Presence

Not in AI knowledge graphs yet.

News Mentions

No press coverage found yet.

Community

No community discussion yet.

No Reddit mentions 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, M-C Fabrication is crawlable but under-signaled - fixable, and the signals above are where to start.

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From the blog

Which AI is actually reading your website?→Why your brand doesn't show up in ChatGPT answers→The complete AEO checklist for small business→What is AEO? The beginner's guide→See all posts→

Picked for M-C Fabrication: Food & Beverage

Your Ingredient Label Has a Story. Is Anyone Telling It?

Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.

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Source & Attribution

Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for M-C Fabrication." Retrieved from https://engagemii.com/aeo/brands/mcfab

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