Blue Yonder E-Commerce Patent, 20 Claims, Apr 21
Summary
USPTO granted Patent US12608739B1 to Blue Yonder Group, Inc. for systems and methods of multimodal interaction-based e-commerce. The patent (20 claims, CPC G06Q 30/06) covers multimodal fusion combining user focus and emotional-state tracking, collaborative filtering, and adaptive weighting for personalized product and service recommendations. The filing date was January 10, 2024.
What changed
USPTO issued Patent US12608739B1 to Blue Yonder Group, Inc. covering systems and methods for multimodal e-commerce recommendation. The invention combines user-focus and emotional-state tracking with collaborative filtering to generate an adaptive weighting scheme for item recommendations.
E-commerce platform operators, recommendation-system developers, and AI-enhanced retail technology providers should review these 20 claims for potential overlap with existing or planned systems. The patent covers specific techniques for action-based similarity calculation and user-user collaborative filtering that may be relevant to competitors in personalization and e-commerce AI.
Archived snapshot
Apr 22, 2026GovPing captured this document from the original source. If the source has since changed or been removed, this is the text as it existed at that time.
Systems and methods of multimodal interaction-based e-commerce
Grant US12608739B1 Kind: B1 Apr 21, 2026
Assignee
Blue Yonder Group, Inc.
Inventors
Pankaj Rathoure, Mayank Tiwari, Santosh Kumar
Abstract
A system and method are disclosed for performing multimodal fusion for e-commerce. The method includes monitoring a focus prompt of a current user, detecting a response of the current user corresponding to a displayed item, collecting attributes of the displayed item at different levels and track a focus and an emotional state of the current user, calculating an action-based similarity to generate a recommendation score of action similarity, applying collaborative filtering on a user-user similarity, identifying a most similar user to the current user based on the applied collaborative filtering to generate a user-user similarity, combine the recommendation score with the user-user similarity and superimpose a response classifier to generate a combined adaptive weighting scheme, identifying top suggested actions the current user is expected to perform based on the combined adaptive weighting scheme, and recommending an item or service to the current user based on the top suggested actions.
CPC Classifications
G06Q 30/06
Filing Date
2024-01-10
Application No.
18409259
Claims
20
Parties
Related changes
Get daily alerts for USPTO Patent Grants - Business Methods (G06Q)
Daily digest delivered to your inbox.
Free. Unsubscribe anytime.
Source
About this page
Every important government, regulator, and court update from around the world. One place. Real-time. Free. Our mission
Source document text, dates, docket IDs, and authority are extracted directly from USPTO.
The summary, classification, recommended actions, deadlines, and penalty information are AI-generated from the original text and may contain errors. Always verify against the source document.
Classification
Who this affects
Taxonomy
Browse Categories
Get alerts for this source
We'll email you when USPTO Patent Grants - Business Methods (G06Q) publishes new changes.
Subscribed!
Optional. Filters your digest to exactly the updates that matter to you.