Executing automated shopping tasks

A system comprising one or more computers and one or more storage devices storing instructions that when executed by the one or more computers cause the one or more computers to perform operations comprising:

• capturing individualized shopper preferences associated with a user, wherein the individualized shopper preferences comprise budget constraints and dietary restrictions;
• generating a personalized list of shopping items based on the individualized shopper preferences using a predictive recommendation engine;
• identifying sequences of multiple shopping locations, wherein each sequence provides access to the shopping items, and wherein the identifying is based on in-store attributes and inventory status;
• and
• rendering the identified sequences on a user interface with contextual navigation aids.

An apparatus comprising one or more computer storage media that stores instructions that when executed by one or more computers cause the one or more computers to perform operations comprising:

• capturing individualized shopper preferences associated with a user, wherein the individualized shopper preferences comprise budget constraints and dietary restrictions;
• generating a personalized list of shopping items based on the individualized shopper preferences using a predictive recommendation engine;
• identifying sequences of multiple shopping locations, wherein each sequence provides access to the shopping items, and wherein the identifying is based on in-store attributes and inventory status;
• and
• rendering the identified sequences on a user interface with contextual navigation aids.