#211,091 OF 363,570 IN AUTOMOTIVE
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AI Visibility Scorecard
FixCarCodes
fixcarcodes.com · Automotive
Borderline visible. AI bots can crawl FixCarCodes, 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
#211,091 of 363,570 in Automotive for AI visibility
4
AEO Visibility
iBorderline · 4.2/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About FixCarCodes
from our crawl and measurement
FixCarCodes describes itself simply: "Free OBD-II diagnostic trouble code guides. Decode and fix check engine light codes for Powertrain, Body, Chassis, and Network systems." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 4.2/10, FixCarCodes is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why Trust FixCarCodes?
📋 SAE-Standard Codes Every guide covers SAE J2012 standard DTCs with manufacturer-specific context for accurate diagnosis. 🔧 Step-by-Step Repair Each guide includes numbered diagnostic steps, tools needed, parts lists, and when to call a professional. 🚗 Multi-Make Coverage Guides cover Toyota, Honda, Ford, Chevy, BMW, Mercedes, and all major manufacturers with make-specific tips.
Is this your brand?
The exact fixes for FixCarCodes
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for FixCarCodes.
Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fixcarcodes
Cite this score: Engagemii (2026). "AEO Score for FixCarCodes." Retrieved from https://engagemii.com/aeo/brands/fixcarcodes
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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