Shifts include pre-rinse with a pressure wand, two-bucket wash, wheel and tire scrubbing with separate brushes, blow-drying door jambs, clay bar work, and applying paste or spray wax by hand or with an orbital polisher. Workers constantly adjust pressure and angle to avoid scratching.
We capture the worker's view through a head camera, with fixed cameras around the bay to show the whole body and the car. The streams are time-aligned. Recording takes place across full working days at hand-wash sites and detail shops in five countries. No one appears in this data without having agreed to it and been paid, and the license covers commercial training.
The delivery is organized into episodes, one per vehicle or per stage, with plain-language step labels and success or failure tags. If a panel is marked as needing a second pass, that is tagged. Hand and tool tracking is available on request. Everything goes into your own storage in your own schema.
A sample is available within a business day of asking.