System and method for network of personalized devices determining data for shopping predictions

A method of automatic item delivery using a delivery device, comprising:

• obtaining, via at least one networked sensor, sensing information relating to a user or a first item;
• determining, at a processor of a personalized device, an item preference of the user for the first item using the sensing information from the at least one networked sensor and an automatic authorization for purchases by the personalized device system, wherein the item preference is tracked over a time period by the at least one networked sensor and updated based on timestamps of data corresponding to the sensing information tracked over the time period;
• determining, by the processor, an item state of the first item using the sensing information from the at least one networked sensor, wherein a refilling or a replacing of the first item is determined based on the item state;
• determining a requirement for the first item based on the item preference and the item state,
• determining an availability of a second item and a purchase request for the second item from a merchant based on the requirement;
• processing, via a communication interface, a purchase request automatically with a payment provider server for a purchase of the second item from the merchant based on the availability and a preauthorization of the purchase request corresponding to the purchases;
• monitoring, using the at least one networked sensor, one or more locations of the item and the item state for refilling or replacing of the first item at the one or more locations with the second item;
• determining, based on the monitoring, that the refilling or the replacing of the first item with the second item should be performed at one of the one or more locations, wherein the monitoring indicates that the second item is to be delivered to the user at the one of the one or more locations;
• generating machine-executable instruction for a delivery device having a physical movement component to cause a retrieval of the second item from a first physical location associated with the merchant for a delivery of the second item to a second physical location associated with the user at a time of the delivery;
• and
• communicating, by the communication interface, to the delivery device, the machine-executable instruction that is directly executed by the delivery device thereby causing the delivery device to move, via the physical movement component, from the first physical location at a pickup time of the second item to the second physical location at the time of the delivery.

A personalized device system for automatic item delivery, comprising:

• a memory;
• one or more Internet of Things (IOT) sensors to obtain sensing information associated with a user or a first item;
• a movement component to cause a physical movement of the personalized device system;
• one or more hardware processors coupled to the memory and configured to read instructions from the memory to cause the personalized device system to perform operations comprising:
• determining an item preference of the user for the first item using the sensing information and an automatic authorization for purchases by the personalized device system, wherein the item preference is tracked over a time period by the one or more IoT sensors and updated based on timestamps of data corresponding to the sensing information tracked over the time period;
• determining an item state of the first item using the sensing information, wherein the item state indicates the first item should be refilled or replaced;
• determining a requirement for the first item based on the item preference and the item state;
• determining a purchase request for a second item from a merchant based on the requirement, wherein the purchase request identifies a merchant location for the merchant that sells the second item to refill or replace the first item;
• processing the purchase request automatically with the merchant using a payment provider service based on a preauthorization of the purchase request corresponding to the automatic authorization of the purchases;
• monitoring, using the at least one IoT connected sensor, a current location of the first item and the item state for refilling or replacing of the first item at the current location;
• identifying that the second item is needed at the current location for refilling or replacing the first item based on the monitoring;
• and
• causing, by the movement component, the personalized device system to physically move to perform a retrieval of the second item from the merchant location and a delivery of the second item to the current location.