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AI Visibility Scorecard

Auto Trim Development

Auto Trim Development

Unclaimed

autotrimdev.com · Manufacturing & Industrial

Somewhat visible. AI bots can read Auto Trim Development, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 3 times

Apple Intelligence · Claude

#42,125 of 232,772 in Manufacturing & Industrial for AI visibility

5.5

/10

AEO Score

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About Auto Trim Development

from our crawl and measurement

Auto Trim Development is a business whose own site puts it this way: "We provide Full Service Supply solutions to all the UK major luxury automotive brands." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.5 out of 10, readable in places and missing in others.

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 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).

Industry · Manufacturing & Industrial
Last scored · Aug 8, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

Clear headings and answer-style content.

Entity Clarity

4

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

4

Experience, Expertise, Authority, Trust markers.

Technical AEO

5

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

9

Inbound links from other sites.

Domain Trust

3

Established authority for your domain.

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 5.5/10, Auto Trim Development has a working base to build on - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for Auto Trim Development

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Auto Trim Development: 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 8, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Auto Trim Development." Retrieved from https://engagemii.com/aeo/brands/autotrimdev

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

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