Transaction Forecast Timeline for Visualizing Pending Balance Changes

Resolve Bottlenecks,
Find Innovative Solutions
Generate Solutions

Solution Overview

Problem

Bank clients face difficulties in predicting future account balances due to challenges in visualizing pending transactions and their impact on account status, leading to potential overdrafts and other unforeseen fees, as static transaction tables fail to provide dynamic insights.

Innovation Solution

A method and system for generating transaction forecasts using a forecast transaction template that predicts recurring charges, detects triggering events, and constructs a timeline with animation features to visualize transaction events, including pending and posted charges, to provide a clear understanding of future account balances and fees.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Loss of information

If static transaction tables are used to display account information, then the system is simple and easy to implement, but clients cannot visualize future account balances and pending transactions effectively

Engineering Contradiction:
Improvevisualization of future account balancesVSAvoidtransaction forecast system
Core Design Contradiction:
Loss of informationVSDevice complexity

Solution Approach 1:

The patent transforms static transaction tables into dynamic visual forecasts that animate pending transactions and balance changes over time. The system uses animated graphics to show how balances will change throughout the statement cycle, making future account states visible and understandable to clients.

Inventive Principle:
Principle #15Dynamics

Solution Approach 2:

The patent introduces a forecast engine as an intermediary between the transaction data and the client interface. This engine processes account data, predicts future balances, and generates visual forecasts, acting as a mediator that transforms raw data into meaningful visualizations without requiring direct complex client-side processing.

Inventive Principle:
Principle #24Intermediary (Mediator)

2Ease of operation

If detailed transaction information is provided to help clients understand account balances, then client understanding improves, but the interface becomes more complex and difficult to operate

Engineering Contradiction:
Improveclient understanding of account balancesVSAvoidinterface complexity
Core Design Contradiction:
Ease of operationVSDevice complexity

Solution Approach 1:

The patent applies different visual qualities to different parts of the transaction forecast. Pending transactions are shown with distinct visual indicators (e.g., different colors, icons, or animations) compared to posted transactions, allowing clients to quickly understand account status without being overwhelmed by uniform detailed information.

Inventive Principle:
Principle #3Local quality

Solution Approach 2:

The patent segments transaction information into meaningful groups and time periods, displaying pending transactions separately from posted transactions and organizing them chronologically. This segmentation helps clients process information in manageable chunks rather than presenting all details simultaneously.

Inventive Principle:
Principle #1Segmentation

Data Source

PatentUS12499461B2Techniques for generating transaction forecasts
Publication Date: 2025.12.16 TRUIST BANK
  • US12499461B2 patent drawing
  • US12499461B2 patent drawing
  • US12499461B2 patent drawing

AI summary

A method for generating a transaction forecast is provided. The method includes accessing a forecast transaction template that defines forecast animation features of the transaction forecast. The method further includes predicting a set of recurring and expected charges at a client account and detecting a triggering event of transactions at the client account, wherein the triggering event is defined in the forecast transaction template. Additionally, the method includes identifying at least one additional transaction event relevant to the transaction forecast. Further, the method includes constructing a timeline of the set of expected charges, the at least one additional transaction event, and the triggering event and generating the transaction forecast including an animation of the additional transaction events, the set of expected charges, and the triggering event in the timeline.