Hear the problem.Fix it faster.
ClatterShop turns mystery noises into clear, mechanic-backed diagnoses. Record a sound, see likely issues, and track every fix in your shop history.
Works in your browser. No download required.
Built for noisy cars and busy shops
ClatterShop listens like a seasoned tech, compares against a growing library of mechanic-verified sounds, and gives you answers in seconds.
Record any strange sound
Capture clatters, squeals, hums, and rattles right from your phone with context: where you are, how fast you're going, and what the engine is doing.
- • Engine bay, cabin, under-car, wheel area
- • Cold-start, highway, braking, turning
- • Timestamps saved to your shop history
AI diagnoses with mechanic data
Every labeled sound, every confirmed fix feeds a diagnosis engine that learns from real shops—not lab audio samples.
- • Severity & confidence scores
- • Likely causes ranked by real outcomes
- • Example repairs from similar vehicles
Save everything to My Shop
Build a living history of every mystery noise you've chased. Attach sounds, diagnoses, and repairs to each vehicle.
- • Vehicle-based timeline for every clip
- • Before/after comparison for repairs
- • Shareable summaries for your mechanic
How ClatterShop works
Under the hood, ClatterShop combines audio embeddings, mechanic labels, and real repair histories to rank likely issues—without drowning you in jargon.
Every confirmed repair makes the system smarter. Mechanics gain reputation by helping identify sounds correctly, and car owners get clearer answers over time.
Record the sound
Pop the hood, hit record, and capture the sound in context—idle, acceleration, braking, or turning.
AI listens and compares
We extract an audio fingerprint and compare it against a growing graph of mechanic-verified sounds and repairs.
See likely causes
ClatterShop surfaces the most probable issues, how severe they are, and what fixed similar cars.
Decide your next move
Share results with your mechanic, book a visit, or keep monitoring if it’s a low-risk annoyance.
Built with real mechanics, not lab audio.
ClatterShop isn't guessing from synthetic sound effects. Every labeled clip is tied to a real repair outcome from a real shop. Mechanics get credit when their diagnoses match the fix.
- • Earn reputation for correct diagnoses
- • Contribute shop-proven patterns and edge cases
- • Help train a tool that actually makes your life easier
Ready to diagnose that noise?
ClatterShop works right in your browser — no download required. Record your car's sound and get mechanic-backed diagnoses in minutes.
Want updates on new features?
No spam. Just launch updates and the occasional nerdy audio graph.