To address rising costs in recruitment and training, a high error rate, and the difficulties of fluctuating seasonal demand, JD.com needed a solution that would simplify workflows and save on overall operational costs. JD.com collaborated with ForwardX to add AMRs to their picking workflows and increase productivity. The AMRs work in a dynamic warehouse full of people, forklifts, and manual carts all at once.