AI visibility score
3.5/ 10Weak

#268,552 of 365,622 in Automotive

As of 2026-10-22 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Cheshire Commercial Repairs ltd

Cheshire Commercial Repairs ltd

Unclaimed

247ccr.com · Automotive

Borderline visible. AI bots can crawl Cheshire Commercial Repairs ltd, 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

#268,552 of 365,622 in Automotive for AI visibility

<1

AI Naming Predictability

i

Rarely named · <1/100

Automotive average 5

Top 59% of Automotive

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3.5

AEO Visibility

i

Near-invisible · 3.5/10

Automotive average 3.9

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses in Automotive average 5. Claim your page and Engagemii is your first.

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0

Muse Index Score

i

AI agent readiness

Not agent-ready · 0/100

Automotive average 16

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0

AI Adoption

i

None detected · 0/100

Automotive average 0

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About Cheshire Commercial Repairs ltd

from our crawl and measurement

"Mobile HGV and trailer repairs, servicing, inspections, nationwide breakdown support and transport services. Based in Crewe, Cheshire." That is how Cheshire Commercial Repairs ltd introduces itself. When AI engines look at it, they find little to work with. It scores 3.5 out of 10.

Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.

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

Company ·
Cheshire Commercial Repairs ltd
Website ·
247ccr.com
Industry ·
Automotive
Site status ·
Live (The website showed an active business site when last checked (Aug 26, 2026).)
Last scored ·
Oct 22, 2026

The 6 on-page signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Good

Clear headings and answer-style content.

Entity Clarity

Weak

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

Fair

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

AI Discoverability

Good

Sitemaps and entity links AI can follow.

The 6 off-page signals AI reads

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 read your site and name it in answers. At 3.5/10, Cheshire Commercial Repairs ltd is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Cheshire Commercial Repairs ltd: How-To

How to Get Your Company Named by ChatGPT, Gemini, and Claude

When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.

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Source & Attribution

Scored by Engagemii on October 22, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/247ccr

Cite this score: Engagemii (2026). "AEO Score for Cheshire Commercial Repairs ltd." Retrieved from https://engagemii.com/aeo/brands/247ccr

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

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