Single-frame accuracy
One capture of a full tray, stack, or pallet face returns an exact count — no separate handling step.
For parts that sit still to be counted — a stack of rings before assembly, vials arranged in a tray, a pallet face at dispatch — nothing needs to move for vision to return an exact count in a single capture.

A lot of counting happens on parts that are already stationary — a stack of piston rings staged before assembly, a tray of vials pulled for batch reconciliation, a pallet sitting at the dock waiting on dispatch. There's no belt and no fall path, just a fixed arrangement that needs an exact number.
A single overhead or angled capture is enough: the model separates touching or stacked units, counts them, and checks the total against what the job requires — flagging a short stack or a missing unit before it moves on.
One capture of a full tray, stack, or pallet face returns an exact count — no separate handling step.
Counts rings in a stack, vials packed edge to edge, or mixed SKUs on a pallet face without manual arrangement.
Flags a short stack, a missing vial, or a pallet that doesn’t match the manifest before it moves on.
Send us your layout and required count — we'll share a feasibility view.