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AI Visibility Scorecard

Exhaust Tooling Ltd

Exhaust Tooling Ltd

Unclaimed

exhausttooling.com · Manufacturing & Industrial

Somewhat visible. AI bots can read Exhaust Tooling Ltd, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 3 times

Claude · Meta AI

#75,480 of 243,790 in Manufacturing & Industrial for AI visibility

5

AEO Visibility

i

Borderline · 5.1/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About Exhaust Tooling Ltd

from our crawl and measurement

"ETL, based in North West England, was formed in early 2001 when Eagle Precision Technologies went into receivership." That is how Exhaust Tooling Ltd introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.

Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).

Industry · Manufacturing & Industrial
Last scored · Aug 10, 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

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

4

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 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 5.1/10, Exhaust Tooling Ltd has a working base to build on - fixable, and the signals above are where to start.

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Picked for Exhaust Tooling Ltd: 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 10, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Exhaust Tooling Ltd." Retrieved from https://engagemii.com/aeo/brands/exhausttooling

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

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