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AI Visibility Scorecard

MCFT Training

MCFT Training

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mcft-training.com · Education

Borderline visible. AI bots can crawl MCFT Training, 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#667,331 of 918,668 in Education for AI visibility

4

/10

AEO Score

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About MCFT Training

from our crawl and measurement

MCFT Training describes itself simply: "Professional, accredited training in refrigeration, air conditioning, and kitchen engineering available across Reading and greater London. Enhance skills and ensure compliance." When AI engines look at it, they find little to work with. It scores 3.8 out of 10.

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

Industry · Education
Last scored · Aug 8, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

4

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

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

5

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

AI Discoverability

6

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 Trust

0

Little domain authority yet.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

0

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 4/10, MCFT Training is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for MCFT Training

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for MCFT Training: 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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Free signup unlocks the full article plus your personalized AEO fix list for MCFT Training.

Source & Attribution

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

Source URL: https://engagemii.com/aeo/brands/mcft-training

Cite this score: Engagemii (2026). "AEO Score for MCFT Training." Retrieved from https://engagemii.com/aeo/brands/mcft-training

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

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