The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Sep. 08, 2026

Filed:

Dec. 13, 2023
Applicant:

Allstate Insurance Company, Northbrook, IL (US);

Inventors:

Herbert Leandro Cortes Martinez, Chicago, IL (US);

Matei Stroila, Chicago, IL (US);

Mohan Kola, Rolling Meadows, IL (US);

Alwar Narayanan, Bloomington, IL (US);

Timothy W. Gibson, Barrington, IL (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06Q 40/08 (2012.01); G01C 21/36 (2006.01);
U.S. Cl.
CPC ...
G06Q 40/08 (2013.01); G01C 21/3697 (2013.01);
Abstract

In one aspect, a method includes receiving a telematics data associated with a vehicle collected from one or more data sources and determining, using a machine-learning model trained to identify high-risk driving behaviors using telematics data, one or more predictions based on the telematics data. A prediction of the one or more predictions is associated with a current time. The method may further include generating a time-based report of the one or more predictions. The time-based report identifies instances of the one or more predictions that reach a threshold value.


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