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Join BetaMobile mechanic's diagnosis was based on sound location but led to replacing parts (water pump, belt, tensioner, battery) without solving the root cause, indicating lack of reliable diagnostic tools for intermittent AC/heater-related noises.
A mobile app that uses microphone recordings and RPM data to analyze vehicle noises, comparing against a database of known issues. It provides a ranked list of probable causes with confidence scores, helping car owners and DIY mechanics avoid guesswork and unnecessary part replacements.
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