Systems and methods for automated product recommendation are disclosed herein. This can include generating an entry, the entry corresponding to an item selected for purchase, in a mirror-cart linked with a user account and identifying a recipe associated with the selected item. This can include comparing items identified in the recipe to items contained in the mirror-cart to identify a missing item that is not in the mirror-cart, and then prompting the user to purchase the missing item. Automated product recommendation can include generating an entry in the mirror-cart linked to the missing item when the user selects the missing item for purchase, updating an invoice with price information for the selected missing item, and transferring the invoice to a point of sale terminal at the retail location.