The traditional commissioning of a new production line is a high-stakes, high-cost bottleneck. Teams face months of on-site debugging where software logic clashes with physical hardware, causing costly delays, safety risks, and production downtime. These errors are discovered too late, during the most expensive phase of the project, turning what should be a predictable capital investment into a financial and operational gamble. This pain point directly impacts ROI and competitive launch windows.













