Shipping Attribute Prediction System with Shared Postage Balance Control
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Solution Overview
Problem
The complexity of selecting appropriate shipping service providers, service programs, packaging types, and postage accounts for efficient order fulfillment in e-commerce is time-consuming and prone to errors, especially with multiple options and shared postage accounts leading to potential financial losses and customer dissatisfaction.
Innovation Solution
A system that automatically predicts shipping attributes such as service providers, service programs, packaging types, and postage account balances, allowing user intervention to correct errors or change predictions, and dynamically updates based on historical data and confidence levels, ensuring accurate and efficient shipping operations.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Adaptability or versatility
If multiple shipping service providers and packages are offered to meet diverse shipping needs, then shipping versatility and customer satisfaction are improved, but system complexity and difficulty of selection increase
Solution Approach 1:
The patent segments the shipping selection process into multiple independent dimensions: carrier selection, service level selection, and package type selection. Each dimension can be evaluated and selected independently through the rating system, making the complex multi-dimensional decision process more manageable and systematic.
Solution Approach 2:
The patent introduces a rating system that transforms qualitative shipping attributes into quantitative parameters. By assigning numerical ratings to carriers, service levels, and packages based on criteria like cost, speed, and reliability, the system converts complex selection into a measurable optimization problem that can be automated.
2Ease of operation
If manual selection and configuration of shipping attributes is performed, then user control and customization are improved, but time consumption and error rates increase
Solution Approach 1:
The patent implements self-service through automated rating calculations and shipping attribute predictions. The system automatically evaluates shipping options based on pre-configured criteria and generates recommendations without requiring manual intervention, while still allowing users to review and adjust selections as needed.
Solution Approach 2:
The system incorporates feedback mechanisms where users can review automated shipping recommendations and correct errors or modify selections. The rating system continuously learns from user corrections and feedback to improve future automated predictions, creating a feedback loop that enhances both automation accuracy and user control.
3Quantity of substance
If shared postage accounts are used across multiple users, then resource sharing and cost efficiency are improved, but financial accuracy and operational reliability deteriorate due to concurrent access conflicts
Solution Approach 1:
The patent applies preliminary action by checking postage account balances and predicting available funds before initiating shipping operations. The system proactively identifies when postage funds will be insufficient and triggers recharges in advance, preventing operational failures due to concurrent access conflicts or insufficient funds.
Solution Approach 2:
The system implements beforehand cushioning by maintaining a buffer of postage funds in the shared account and by predicting future balance requirements. This cushioning approach ensures that concurrent users can access the postage system without financial conflicts, as the buffer absorbs variations in simultaneous demand.
Data Source
AI summary
Systems and methods for performing various shipping related functionality are presented. The methods can automatically predict shipping attributes based on historical shipping data, and automatically purchase postage for a current shipment from a shared postage account while preventing the postage account shared among multiple users from having insufficient funds. Furthermore, predictions of shipping attributes for shipments may not be presented to a user, until the certainty of the predictions reaches or surpasses a confidence level or a threshold, where the confidence level or the threshold can be determined and changed by a user. Even when the certainty of the predictions reaches or surpasses a confidence level, and the predictions are presented to the user, the user can accept, reject, or change the predicted attributes.