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AI Visibility Scorecard

Car Code Finder

Name: Car Code Finder - AI Visibility Score
Creator: Engagemii
Published: 2026-08-10T09:33:55.487Z
License: https://creativecommons.org/licenses/by/4.0/

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bigrigcodes.com · Automotive

Borderline visible. AI bots can crawl Car Code Finder, 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.

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Monitoring for AI engine activity

In the Engagemii AEO index

#230,537 of 321,916 in Automotive for AI visibility

3.8

/10

AEO Score

About Car Code Finder

from our crawl and measurement

Car Code Finder describes itself simply: "Big rig and semi truck fault code lookup: Cummins ISX / X15, Detroit DD13 / DD15 / DD16, PACCAR MX-11 / MX-13, CAT C15, Volvo D13, and Mack MP8." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.

Our crawl found structured data on the page (BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.

Industry · Automotive

Last scored · Aug 10, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Clear headings and answer-style content.

Entity Clarity

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Experience, Expertise, Authority, Trust markers.

Technical AEO

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

AI Discoverability

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

No inbound links found yet.

Domain Trust

Little domain authority yet.

Entity Presence

Not in AI knowledge graphs yet.

News Mentions

No press coverage found yet.

Community

No community discussion yet.

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 3.8/10, Car Code Finder is crawlable but under-signaled - fixable, and the signals above are where to start.

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Weekly ChatGPT & Claude citation tracking

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From the blog

Which AI is actually reading your website?→Why your brand doesn't show up in ChatGPT answers→The complete AEO checklist for small business→What is AEO? The beginner's guide→See all posts→

Picked for Car Code Finder: 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/bigrigcodes

Cite this score: Engagemii (2026). "AEO Score for Car Code Finder." Retrieved from https://engagemii.com/aeo/brands/bigrigcodes

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