BPM Workflow Optimization with Generative AI and Quantum Simulation

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Solution Overview

Problem

Existing BPM systems face challenges in managing complex, voluminous, and redundant workflows due to inadequate monitoring, manual optimization, evolving organizational needs, data analysis complexity, regulatory compliance, and difficulties in merging workflows from different systems, leading to inefficiencies and disruptions.

Innovation Solution

A system integrating generative AI, quantum computing, and blockchain technology for optimizing and merging BPM workflows, utilizing clustering techniques, LSTM neural networks, and smart contracts to analyze, simulate, and deploy workflows efficiently and securely.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Reliability

If workflows are managed manually by teams reviewing their designs, then teams can understand their applications deeply and devise optimized solutions, but the process becomes time-consuming and may not yield the most efficient results

Engineering Contradiction:
Improveworkflow optimization qualityVSAvoidtime for manual review
Core Design Contradiction:
ReliabilityVSLoss of time

Solution Approach 1:

The system enables workflows to be automatically analyzed and optimized by the BPMN optimization system without requiring manual intervention. The system self-services by extracting metadata, analyzing workflows autonomously, generating optimized versions, and deploying them automatically, eliminating the time-consuming manual review process while maintaining optimization quality through intelligent algorithms.

Inventive Principle:
Principle #25Self-service

Solution Approach 2:

The patent replaces the mechanical manual review process with an automated computational system. Instead of human teams manually analyzing workflows, the system uses metadata extraction, AI analysis, and automated optimization algorithms to perform the same function more efficiently, substituting human mechanical review with automated digital processing.

Inventive Principle:
Principle #28Mechanics substitution (Replace mechanical system)

2Adaptability or versatility

If workflows accumulate exponentially without adequate monitoring or management, then new workflows are created for specific areas or tasks, but redundancies build up affecting overall system effectiveness

Engineering Contradiction:
Improveworkflow creation flexibilityVSAvoidsystem effectiveness
Core Design Contradiction:
Adaptability or versatilityVSProductivity

Solution Approach 1:

The system implements continuous feedback loops by monitoring workflow performance metrics, analyzing metadata from executed workflows, and using this information to automatically identify and eliminate redundancies. The feedback mechanism tracks workflow effectiveness and triggers automated optimization when performance degradation or redundancy is detected, maintaining system effectiveness while preserving creation flexibility.

Inventive Principle:
Principle #23Feedback

Solution Approach 2:

The system automatically identifies redundant workflows through metadata analysis and clustering algorithms, then discards duplicate or obsolete workflows while recovering and preserving the essential functionality in optimized forms. This process eliminates redundancies that harm productivity while maintaining the ability to create new workflows for specific needs.

Inventive Principle:
Principle #34Discarding and recovering

3Productivity

If advanced technologies like generative AI and quantum simulation are integrated for workflow optimization, then workflow efficiency and effectiveness are enhanced with adaptive and secure solutions, but the system complexity increases

Engineering Contradiction:
Improveworkflow efficiencyVSAvoidsystem architecture complexity
Core Design Contradiction:
ProductivityVSDevice complexity

Solution Approach 1:

The patent segments the complex optimization system into distinct modular components: metadata extraction module, analysis module, optimization module, quantum simulation module, and deployment module. Each module performs a specific function and can be independently managed, reducing overall system complexity while maintaining advanced capabilities for improving workflow efficiency.

Inventive Principle:
Principle #1Segmentation

Solution Approach 2:

The system introduces intermediary components such as standardized metadata schemas, abstraction layers, and interface protocols that mediate between different technological components. These intermediaries simplify interactions between generative AI, quantum simulation, and workflow management, reducing the apparent complexity while enabling advanced optimization capabilities.

Inventive Principle:
Principle #24Intermediary (Mediator)

Data Source

PatentUS20250252376A1Workflow Optimization Leveraging Generative AI and Quantum Simulation
Publication Date: 2025.08.07 BANK OF AMERICA CORP
  • US20250252376A1 patent drawing
  • US20250252376A1 patent drawing
  • US20250252376A1 patent drawing

AI summary

Systems and methods are disclosed for optimization, management, and merging of processes. This system integrates a multifaceted technological framework, including generative artificial intelligence, quantum computing simulations, and blockchain technology. It features a user interface for inputting diverse workflow requirements, a generative AI module for processing these inputs, and a quantum computing module for simulating and optimizing workflows. The system utilizes blockchain for secure workflow deployment and a suite of specialized engines for prompt management, data extraction, analysis, optimization, deployment orchestration, and continuous monitoring. These components ensure the system's adaptability to user-specific needs, scalability across various industries, and capability for integration with existing enterprise systems. This invention revolutionizes BPM by streamlining processes, enhancing efficiency, and maintaining high security and customization standards.