AI Visibility Scorecard
AutoFixDB
autofixdb.com · Technology
Borderline visible. AI bots can crawl AutoFixDB, 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 9 times
Claude · Meta AI · Apple Intelligence · ShapBot
#859,781 of 2,705,698 in Technology for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 77% of Technology companies
4
AEO Visibility
iBorderline · 4.2/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
0
AI Adoption
iNone detected · 0/100
About AutoFixDB
from our crawl and measurement
AutoFixDB is a business whose own site puts it this way: "Free OBD-II diagnostic trouble code lookup. Find causes, symptoms, diagnostic steps and repair solutions." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found structured data on the page (WebSite, FAQPage), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic), Applebot (Siri) and Meta AI.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Good
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 4.2/10, AutoFixDB is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is an OBD-II code?
An OBD-II (On-Board Diagnostics II) code is a standardized diagnostic trouble code that your vehicle's computer generates when it detects a problem. These codes help identify issues with the engine, transmission, emissions, and other systems.
What does the check engine light mean?
The check engine light (CEL) or malfunction indicator lamp (MIL) indicates that your vehicle's computer has detected a problem and stored a diagnostic trouble code. It can range from minor issues like a loose gas cap to serious problems requiring immediate attention.
How do I read OBD-II codes?
You need an OBD-II scanner to read codes. Plug the scanner into the OBD-II port (usually under the dashboard), turn on the ignition, and follow the scanner's instructions to retrieve stored codes. Many auto parts stores offer free code reading.
What do P, C, B, and U codes mean?
OBD-II codes are categorized by their first letter: P (Powertrain) covers engine and transmission, C (Chassis) covers ABS and steering, B (Body) covers airbags and A/C, and U (Network) covers communication between modules.
Is this your brand?
The exact fixes for AutoFixDB
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/autofixdb
Cite this score: Engagemii (2026). "AEO Score for AutoFixDB." Retrieved from https://engagemii.com/aeo/brands/autofixdb
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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