Hard to diagnose vehicle noise that sounds like a wheel bearing but isn't, despite extensive troubleshooting.

Workarounds Described

• used stethoscope to listen for abnormal noise
• test drove and swerved side to side to change loading
• drove in tight and slower speed circles
• rapid acceleration and deceleration to check load dependence
• shook the drive shaft to check carrier bearing

Implied Software Gaps

• Vibration analysis tool that correlates noise frequency with speed and load automatically
• Guided diagnostic flow that suggests next steps based on test results

NoiseSniffer Pro

A mobile app + hardware kit that uses vibration sensors and AI to isolate vehicle noises by frequency, load, and speed. Simply attach sensors to suspect components, drive a pattern, and get a diagnosis. No more guessing or swapping parts blind.

Existing Solutions Mentioned