The challenge
What needed solving
Manual pallet counts at dispatch were slow and a frequent source of shipping errors — wrong quantities leaving the warehouse damaged customer relationships.
The solution
How Qualitas solved it
Vision counted and identified SKUs across the pallet face, verifying against the dispatch manifest in seconds — flagging discrepancies before the pallet left the dock.
The full case study covers detailed system architecture, hardware configuration, algorithm pipeline, integration approach, validation data, and a step-by-step deployment timeline with ROI calculations from live production environments.
