Tools at a station might include a torque driver, a press fixture, a crimper, a hand tool, and a scanner. The sequence at each station is documented, but the fine motor work is learned. Getting a connector seated with a click, routing a cable without pinching it, aligning a cover so the snaps engage all at once. Workers develop a rhythm and the line is built around it.
Quality happens in-line. The worker checks the previous station's work as the unit arrives, catches a missing part, and either fixes it or tags it for rework. Line balancing means every station has roughly the same amount of work.
Our head cameras capture the hands, the components, and the tool engagement at each station. Fixed cameras along the line show the flow of units and the body motion. Collection runs over full shifts on real production lines in five countries, with consented, paid assembly workers, and everything is cleared for commercial model training. Episodes are per unit per station, with plain-language step labels and success or failure tags from the line's own inspection results. Tracking of hands, components, tools, and fixtures can be added. We deliver into your storage, in your schema, with a manifest and acceptance figures.
A sample is available within a business day.