Abstract: An outfit recommender system includes an outfit recommender and a storage system. The storage system stores embedding information for available inventory and for preconfigured outfits. Available inventory changes dynamically as items are added or sold by a provider. Preconfigured items are grouped together to form outfits and are generated from any source regardless of whether such items are available or exist in the market. After a customer selects an item to view, a preconfigured item most visually similar to the selected item is obtained. The preconfigured item has associated preconfigured complementary items that together form the preconfigured outfit. Next, complementary items in available inventory most visually similar to the preconfigured complementary items are obtained and presented to the customer. The novel outfit recommender provides dynamic outfit recommendations that change as available inventory changes based on static, pre-curated outfits.