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:
Dec. 23, 2025
Filed:
Sep. 06, 2024
Retail Capital Llc, Southfield, MI (US);
Zhen Zhao, Farmington Hills, MI (US);
Sourabh Jha, Bengaluru, IN;
Brad Garon, Huntington Woods, MI (US);
Haley Lyon, Royal Oak, MI (US);
Minyang Jiang, Farmington Hills, MI (US);
Jack Mansueti, San Francisco, CA (US);
Retail Capital LLC, Southfield, MI (US);
Abstract
A computer server system and method are disclosed for personalization and customization of search results and search result rankings, such as for Internet searching. A representative server system comprises: a network interface to receive a primary query and transmit a plurality of secondary queries and search results; a data storage device storing a vector database; and one or more processors configured to generate the secondary queries, using the primary query and using responses received to prior secondary queries; to select and concatenate responses to the secondary queries; using a vector formed from the response concatenation, to perform a vector search of the vector database and obtain associated classifications or categories; to filter and rank the associated classifications or categories to generate and output personalized search results and search result rankings comprising one or more associated classifications or categories corresponding to the primary query.