Patent ID: 11898865
Assignee: ALLSTATE INSURANCE COMPANY
Field: IT methods for management (Electrical engineering)
Classification: CPC G  B | IPC G

Claim 0:
1. A computing platform comprising:
at least one processor;
a communication interface communicatively coupled to the at least one processor; and
memory storing computer-readable instructions that, when executed by the at least one processor, cause the computing platform to:
train a machine learning model using historical data, wherein training the machine learning model comprises:
classifying the historical data as corresponding to one or more of: a trip context, a device interaction context, a physical condition context, or a personality context corresponding to a driver or passenger, and
training a model corresponding to one or more of the trip context, the device interaction context, the physical condition context, or the personality context, using the corresponding classified historical data;

monitor a data source system to collect new data, wherein the new data includes information from at least a first computing device corresponding to a first driver and a second computing device corresponding to one of: a second driver or a passenger of the first driver or the second driver;
generate, by inputting the new data into the machine learning model, a customized driving output for the first driver, wherein generating of the customized driving output for the first driver is based at least in part on the new data corresponding to the second driver; and
send, to the first computing device, the customized driving output for the first driver and one or more commands directing the first computing device to display the customized driving output for the first driver, wherein sending the one or more commands directing the first computing device to display the customized driving output for the first driver causes the first computing device to display the customized driving output for the first driver.