Use Cases

Built for discrete manufacturing. Not process industries, not logistics.

Stampings, castings, machined parts, PCBs, plastic housings, and assembled subcomponents — if it moves on a conveyor at a repeatable presentation angle, Procunit can inspect it. Bulk commodity flow and food sorting are out of scope.

Part Families

Six part families. Each with a different defect signature — and a model trained on it.

Stamped metal components on an inspection conveyor with surface scratch defects visible under ring light illumination

Stamped Metal Components

Edge cracks, burrs, surface scoring, dimensional drift

Escape rate reduced from 1.4% to 0.18% on a door latch line

Die-cast aluminum part under inspection showing porosity voids revealed by angled lighting

Die-Cast Aluminum Parts

Porosity, cold shuts, shrinkage voids, flash

Inline detection of porosity clusters previously missed by X-ray sampling

Injection-molded plastic components on a conveyor showing sink marks and surface defects under inspection lighting

Injection-Molded Plastics

Sink marks, weld lines, short shots, surface contamination

220 parts/min on a single inspection station

Printed circuit board assembly under AOI inspection lighting with component placement visible

PCBA Inspection

Missing components, solder bridging, wrong orientation, lifted pads

Board-level pass/fail in 6ms, replacing manual AOI rule tuning

Automotive sub-assembly wiring harness inspection station on production line

Automotive Sub-Assembly

Missing fasteners, clip absence, wrong torque witness marks

Zero assembly escapes in a 3-month pilot on wiring harness lines

Consumer electronics plastic housing inspection under high-contrast lighting revealing cosmetic scratches

Consumer Electronics Housing

Cosmetic scratches, parting line flash, color mismatch

Scratch detection on glossy surfaces below 0.08mm width

Your part family not listed?

If it presents consistently on a conveyor and has a repeatable defect signature, a pilot takes two weeks. Tell us the part, the line speed, and the defect type — we'll tell you if it's feasible before you spend a day of setup.