AI VISIBILITY SCOREAS OF 2026-09-25 · ENGAGEMII INDEX
3.7/ 10

#267,292 OF 364,020 IN AUTOMOTIVE

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

Engine numbers

Engine numbers

Unclaimed

enginenumbers.com · Automotive

Borderline visible. AI bots can crawl Engine numbers, 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#267,292 of 364,020 in Automotive for AI visibility

4

AEO Visibility

i

Near-invisible · 3.7/10

0

Muse Index Score

i

AI agent readiness

Not agent-ready · 0/100

0

AI Adoption

i

None detected · 0/100

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About Engine numbers

from our crawl and measurement

"Engine numbers for 43 car brands. Where do you find the engine code? What does an engine cost?." That is how Engine numbers introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.7 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.

Industry · Automotive
Last scored · Sep 25, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

Clear headings and answer-style content.

Entity Clarity

Fair

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.

Off-page authority

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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.7/10, Engine numbers is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

What is an engine number?

An engine number is used to identify the engine of a vehicle. Not every car has a unique engine because they are interchanged by manufacturers, so the same engines are often used in multiple car models. By means of an engine code garages, suppliers and dismantling companies know for which engine they should arrange replacement or parts.

Where do I find an engine number?

The engine code can usually be easily found on the engine block or on the distributor cap. Sometimes this identification plate is covered with dirt, but in most cases the code is easy to find.

What can I use the engine number for?

If your engine needs a new part, an overhaul or replacement, you can pass on the engine number to the supplier so that they can make a quotation for you. Just to be sure, also provide the chassis number so that an extra check can take place for the correct engine number.

What if I can't find the engine code?

In many cases there are code books / databases available where the correct engine code can be found based on make, model, version and year of manufacture. Enginenumbers.com is such a database. It is expanded daily with additional information on engine codes. Through this website you can also easily request a price for the overhaul or replacement of your engine.

Is an engine code the same in every country?

An engine code is basically the same in every country, because that is the purpose of an engine code. If the same car model has really different engines, then the engine code is also different. But in that case, the engine specifications are also really different. For over 50 years we have been active as a family business in the spare parts and overhaul industry.

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Picked for Engine numbers: 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 September 25, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Engine numbers." Retrieved from https://engagemii.com/aeo/brands/enginenumbers

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

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