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AI Visibility Scorecard

Major Appliance Repair Company

Major Appliance Repair Company

Unclaimed

marcollc.com · Home & Living

Borderline visible. AI bots can crawl Major Appliance Repair Company, 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 2 times

Claude · Apple Intelligence

#613,391 of 1,244,256 in Home & Living for AI visibility

4.5

/10

AEO Score

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About Major Appliance Repair Company

from our crawl and measurement

"Major Appliance Repair Company is a Locally Owned and Operated business. We specialize in Repairing of Residential Major Appliances, Kitchen and Laundry. All." That is how Major Appliance Repair Company introduces itself. When AI engines look at it, they find little to work with. It scores 4.5 out of 10.

On its own pages the site does well on a clear heading structure and sitemaps and entity links AI can follow. It is passable on a partly stated business identity, a few credibility markers and basic crawler access. What holds it back is structured data describing the business.

Off the page there is only faint evidence that only a handful of sites link to it and the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.

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

Industry · Home & Living
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

9

Clear headings and answer-style content.

Entity Clarity

6

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

6

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

AI Discoverability

7

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 Authority

1

Established authority for your domain.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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 4.5/10, Major Appliance Repair Company is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Major Appliance Repair Company

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Major Appliance Repair Company: 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 1, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Major Appliance Repair Company." Retrieved from https://engagemii.com/aeo/brands/marcollc

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

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