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.

Patent No.:

US 12784090 B1

Date of Patent:

Nov. 03, 2026

Filed:

May. 12, 2024

Adaptive recommendation system for generating next best suggestions through dynamic user query interpretation

Applicant:

Walmart Apollo, Llc, Bentonville, AR (US);

Inventors:

Morteza Alizadeh, Carrollton, TX (US);

Neeraj Sharma, Irving, TX (US);

Venkata Phani Kumar Boggavarapu, San Ramon, CA (US);

Frederick Lee, Plano, TX (US);

Yogananda Domlur Seetharama, Mississauga, CA;

Assignee:

Walmart Apollo, LLC, Bentonville, AR (US);

Attorney:

Foley IP Law, PLLC

Primary Examiner:

Anand Loharikar

Int. Cl.

CPC ...

G06Q 30/00 (2023.01); G06Q 30/0601 (2023.01);

U.S. Cl.

CPC ...

G06Q 30/0631 (2013.01); G06Q 30/0643 (2013.01);

Abstract

Examples provide improved methods for generating search recommendations in response to a user-initiated search. Examples include receiving a search request including search terms; identifying one or more product categories as output from a machine learning classification model; identifying products that are assigned to those product categories, including product titles short descriptions in a natural language; applying the product titles and short descriptions as input to a second machine learning model that is configured to generate recommended searches; scoring each recommended search of the plurality of recommended searches; selecting one or more recommended searches of the plurality of recommended searches based on the scoring; and causing the one or more recommended searches to be displayed as user-interactable components on a graphical user interface, each user-interactable component being configured to execute a second search request upon user interaction with the user-interactable component.

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Alizadeh, Morteza. (2026). Adaptive recommendation system for generating next best suggestions through dynamic user query interpretation (U.S. Patent No. 12784090). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12784090

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