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AI Visibility Scorecard

CN Smart Repairs

CN Smart Repairs

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cnsmartrepairs.com · Beauty & Personal Care

Somewhat visible. AI bots can read CN Smart Repairs, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 4 times

Apple Intelligence · Claude · Meta AI

#42,745 of 193,808 in Beauty & Personal Care for AI visibility

5.1

/10

AEO Score

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About CN Smart Repairs

from our crawl and measurement

CN Smart Repairs, based in Wigan, Greater Manchester, describes itself simply: "Mobile SMART repair specialists covering Wigan and surrounding areas. Expert in dent repair, scratch repair, bumper repair, alloy wheel repair and other cosmetic car body damage." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.0 out of 10, readable in places and missing in others.

On the page itself the strengths are clear: structured data describing the business, a clear heading structure, a clearly stated business identity, visible credibility markers and sitemaps and entity links AI can follow. It is passable on basic crawler access.

Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, 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. Those are earned elsewhere on the web, not fixed on the site itself.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri). The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Beauty & Personal Care
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

10

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

10

Clear headings and answer-style content.

Entity Clarity

10

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

8

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

8

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

0

Little domain authority yet.

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 5.1/10, CN Smart Repairs has a working base to build on - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for CN Smart Repairs

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for CN Smart Repairs: 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/cnsmartrepairs

Cite this score: Engagemii (2026). "AEO Score for CN Smart Repairs." Retrieved from https://engagemii.com/aeo/brands/cnsmartrepairs

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

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