The solution can be deployed to analyse worker movements — either at the individual level to identify training needs, or at the aggregate level to highlight broader process improvements. By tracking the sequence of micro - activities — small but measurable actions such as picking, placing, aligning, or fastening — the system verifies whether each task is executed within expected time windows and Standard Operating Procedures (SOP) guidelines. Specifically, the system can identify:

• Deviations from SOPs, such as performing assembly steps out of the prescribed sequence.
• Micro-activities where the time taken consistently exceeds benchmark levels
• Erratic behavioural patterns
• Bottleneck micro-activities where a higher concentration of errors results in productivity losses, indicating clear retraining needs / process improvements
• Workers with significantly deviant activity patterns that fall outside acceptable norms

The solution can generate a wide range of custom, on - demand analytics, tailored to the specific needs of the production environment. It is designed to handle the inherent complexity of manual and semi-manual assembly processes, as well as the natural variability of human movement, while maintaining a high and acceptable level of accuracy in detecting anomalies. Instead of generic “fast vs slow” observations, the system pinpoints exactly which motion elements cause delays. Enabling targeted skill development with personalized coaching while reducing training time. Additionally, by recognizing unsafe or non-ergonomic body movements, it helps prevent repetitive strain injuries.