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.:
Date of Patent:
Nov. 25, 2025
Filed:
Dec. 30, 2022
Walmart Apollo, Llc, Bentonville, AR (US);
Parth Ramesh Vajge, Sunnyvale, CA (US);
Luyi Ma, Sunnyvale, CA (US);
Hyun Duk Cho, San Francisco, CA (US);
Sushant Kumar, San Jose, CA (US);
Kannan Achan, Saratoga, CA (US);
Lawrence David Lin, Pleasanton, CA (US);
Walmart Apollo, LLC, Bentonville, AR (US);
Abstract
Systems and methods for post transaction seasonal item recommendations are disclosed. In some embodiments, a current seasonal time window associated with a seasonal event and some seasonal product types is determined. Based on historical transaction data of the seasonal product types, a first seasonal index score is computed for each item, and a second seasonal index score is computed for each product type including one or more items. A seasonal rank score is generated for each item based on the first seasonal index score and the second seasonal index score, such that the items in the historical transaction data are ranked based on their respective seasonal rank scores. Based on the ranked items and a transaction order from a user, a list of recommended items is generated and displayed to the user.