Systems and methods for providing shopping recommendations

摘要

Systems and methods are disclosed herein for providing shopping recommendations. Amounts and timing of user purchases are recorded and analyzed to determine consumption rates for various products. A list of recommended products is generated for a user including previous purchases. Expected runout dates for products may be determined based on previous purchases and consumption rates. The list of recommended products may be prioritized based on expected runout dates. A listing of products may be presented with one or both of validation and alternative indicators associated with items of the list. A validation indicator indicates that the product satisfies a criteria and an alternative indicator indicates that an alternative product satisfies the criteria better than the product.