The challenge
What needed solving
Manual vial counts in dense trays were slow and a frequent source of batch reconciliation errors in a regulated pharma environment.
The solution
How Qualitas solved it
Vision-based counting verified vial quantity per tray instantly, with discrepancies flagged for review and results logged per batch for regulatory traceability.
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.
