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:
Jan. 13, 2026

Filed:

Jul. 20, 2021
Applicant:

Csaa Insurance Services, Inc., Walnut Creek, CA (US);

Inventors:

Jed Crosby, Walnut Creek, CA (US);

Beti Cung, San Francisco, CA (US);

Kelly Lau, San Ramon, CA (US);

Assignee:

CSAA Insurance Services, Inc., Walnut Creek, CA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G01C 21/36 (2006.01); G01C 21/28 (2006.01); G06F 3/0484 (2022.01); G06N 20/00 (2019.01); G06Q 40/08 (2012.01); G07C 5/00 (2006.01);
U.S. Cl.
CPC ...
G01C 21/3694 (2013.01); G01C 21/28 (2013.01); G01C 21/3697 (2013.01); G06F 3/0484 (2013.01); G06N 20/00 (2019.01); G06Q 40/08 (2013.01); G07C 5/008 (2013.01);
Abstract

In one aspect, an example method includes: (a) collecting sensor data from one or more vehicles operating within a geographic region and environmental data for the geographic region; (b) generating an accident risk model using one or more machine learning models; (c) receiving a request for navigating between a first geographic position and a second geographic position; (d) identifying attributes of one or more routes between the first geographic position and the second geographic position and through the geographic region, wherein the identified attributes of the one or more routes are based on at least the generated accident risk model; and (e) transmitting an instruction that causes a mobile computing device to display a graphical indication of: (i) the one or more routes; and (ii) the identified attributes of the one or more routes.


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