Auto Services

First-person video of tire changes, oil changes, car washing, and vehicle repair, collected in real shops and annotated for physical AI.

A service bay is a dense, cluttered environment with heavy tools, tight spaces, and parts that are often dirty or hard to see. Changing a tire or an oil filter looks simple on paper, but the sequence of grips, torques, and checks a mechanic performs is exactly what a robot needs to see thousands of times.

Our collectors film from the mechanic's point of view while they lift vehicles, remove and mount wheels, drain and refill fluids, clean interiors, and run cars through wash lines. Overhead and side cameras capture the full body and the vehicle at the same time.

We work with independent shops, dealership service departments, car washes, and fuel stations, so the data covers a range of vehicles, equipment, and shop layouts. Everyone in frame has signed a consent agreement and is compensated for their time.

Episodes are segmented by task, labeled with short natural-language descriptions, and marked for outcome. We can add tool and part tracking where your model needs it. Delivery is in your format, into your own storage.

Request a sample from the task list below and we will send annotated clips with a short collection plan.