Manual instruction delivery is a critical bottleneck in custom assembly, where each unit has a unique configuration. Operators waste time searching for correct drawings and specs in PLM or ERP systems like Siemens Teamcenter or SAP, leading to errors, rework, and extended training cycles. Automating this retrieval and presentation eliminates non-value-added search time, reduces defect rates by over 30%, and allows new operators to achieve proficiency weeks faster, directly protecting margin on high-value, low-volume orders.




