AI begins taking on merchandising, assortment and vendor decisions

Retailers are beginning to use AI for parts of merchandising, assortment planning, demand forecasting, inventory placement and vendor collaboration. These decisions are commercially coupled: an assortment planning recommendation changes forecast shape, supplier demand, inventory exposure and allocation. Controls should therefore evaluate the end-to-end decision rather than each model independently, with ownership spanning commercial, planning and procurement teams.