Start with pilot aisles where ergonomic strain is highest. Cobots handle repetitive lifts while associates focus on exceptions and quality. Measure musculoskeletal incidents, pick accuracy, and cycle time, then expand aisle by aisle. Adoption sticks because the helpers feel human-scaled.
Low-cost cameras and edge models validate case IDs, pallet integrity, and trailer empties in real time. Rather than overhaul WMS, add verification APIs that flag anomalies and propose fixes. Inventory trust rises, cycle counts shrink, and quarter-end reconciliations stop hurting.
Invoice matching, carrier updates, and part number translations torment analysts after hours. Small bots reconcile formats, surface exceptions, and log every step for audit. People sleep, auditors smile, and savings appear as a quiet byproduct of dependable, documented routines.