The tools depend on the material. Plastic parts get a deburring knife and flush cutters. Castings get a pneumatic grinder, a file, and a wire wheel. Composite parts get a router and a sanding block. In each case the finisher holds the part in one hand and the tool in the other, rotates the part to follow the parting line, and keeps the tool off the finished surface. Overcutting ruins the part and undercutting sends it back.
Inspection is built into the motion. The finisher runs a thumb along the edge, holds the part to the light, and compares it to a reference sample on the bench. Cosmetic defects are sorted by severity.
The head camera shows the parting line, the tool contact, and the inspection up close. A fixed camera over the bench captures the full workflow from bin to bin. We film full shifts at operating plants in five countries with consented, paid finishers, and the data is cleared for commercial training. Each part is an episode, cut into steps like trim gate, deburr edge, and inspect against reference, with plain-language labels and success or failure tags from the quality check. Hand, part, and tool tracking is optional. Everything is written to your bucket in the structure your loaders expect.
Ask for a sample and it arrives within a business day.