AI VISIBILITY SCOREAS OF 2026-08-07 · ENGAGEMII INDEX
4.3/ 10

#779,425 OF 1,366,744 IN HOME & LIVING

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

MLC Plumbing & Heating

MLC Plumbing & Heating

Unclaimed

mlcheating.com · Home & Living

Borderline visible. AI bots can crawl MLC Plumbing & Heating, 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

#779,425 of 1,366,744 in Home & Living for AI visibility

4

AEO Visibility

i

Borderline · 4.3/10

25

Muse Index Score

i

AI agent readiness

Basic · 25/100

0

AI Adoption

i

None detected · 0/100

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About MLC Plumbing & Heating

from our crawl and measurement

MLC Plumbing & Heating describes itself simply: "We are a fully qualified and independent company, providing services to both commercial and residential customers." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.

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

Industry · Home & Living
Last scored · Aug 7, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Fair

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

Clear headings and answer-style content.

Entity Clarity

Good

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 4.3/10, MLC Plumbing & Heating is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

Why Choose MLC Plumbing & Heating Ltd?

We are a fully qualified and independent company, providing services to both commercial and residential customers. Our engineers are Gas Safe Registered, fully qualified and fully insured. They can complete all manner of plumbing work – no job is too big or too small. Most of our new business is referred form existing customers – our reputation is built on more than 10 years of solid customer satisfaction.

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The exact fixes for MLC Plumbing & Heating

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Picked for MLC Plumbing & Heating: 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 7, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for MLC Plumbing & Heating." Retrieved from https://engagemii.com/aeo/brands/mlcheating

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

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