How CarCodeFix Works
Data journalism meets automotive repair
Our Mission
CarCodeFix is a data journalism platform dedicated to helping car owners make informed repair decisions. We aggregate and analyze real experiences from thousands of vehicle owners to provide accurate, actionable information about automotive problems and solutions.
How It Works
Data Collection
We continuously gather discussions from automotive forums, Reddit communities, and YouTube comments where real owners share their repair experiences.
Data Analysis
Our data analytics pipeline extracts key information: OBD codes, parts mentioned, repair costs, mileage when problems occurred, and whether fixes were successful.
Statistical Aggregation
We aggregate data across thousands of reports to identify patterns: typical repair costs, common failure points, most effective solutions, and which mileage ranges see the most issues.
Visual Reporting
We present our findings through interactive charts and clear summaries, making it easy to understand what to expect for your specific vehicle and problem.
What Makes Us Different
Real Data
Every statistic comes from actual owner reports, not manufacturer estimates or generic databases.
Transparent Sources
We show exactly how many data points back each statistic, so you know how reliable the information is.
Vehicle-Specific
Costs and solutions vary by make, model, and year. We provide specific data for your exact vehicle.
Continuously Updated
Our data pipeline runs continuously, incorporating new owner experiences as they're shared online.
Important Note
CarCodeFix provides informational content based on aggregated owner experiences. This information should not replace professional diagnosis. Always consult with a qualified mechanic before performing repairs, especially for safety-critical systems.