This AI Paper Proposes Utilizing the AI-Based Agents Workflow (AgWf) Paradigm to Enhance the Effectiveness of Process Mining (PM) on LLMs

Practical Solutions for Enhancing Process Mining Introduction to Process Mining Process mining is about analyzing event logs from information systems to understand business processes, improve workflows, and identify areas for enhancement. Challenges in Process Mining Handling complex scenarios in process mining often requires advanced reasoning and decision-making, which traditional tools struggle to manage effectively. Existing Techniques and Limitations Current process mining techniques use Large Language Models (LLMs) to generate insights and code for process analysis, but they face limitations in handling complex scenarios that require combining different skills. AI-Based Agents Workflow Paradigm The AI-Based Agents Workflow (AgWf) paradigm, developed through collaboration between multiple institutions, addresses the limitations of traditional methods by breaking down complex tasks into more manageable workflows. Benefits of AgWf Methodology The AgWf methodology breaks down complex tasks into smaller units, with specialized agents handling each, resulting in improved accuracy, reliability, and efficiency in process mining tasks. Results and Implications Testing of the AgWf methodology demonstrated significant improvements in handling complex process mining tasks, achieving higher accuracy rates and overcoming the limitations of current techniques. Advancement in Process Mining The AI-Based Agents Workflow represents a powerful paradigm for enhancing the effectiveness of process mining, offering significant accuracy and reliability improvements for organizations. AI Integration for Business Evolution Utilizing the AI-Based Agents Workflow paradigm can redefine business processes, optimize workflows, and enhance customer engagement through AI solutions. AI Implementation Guidance For AI implementation and KPI management advice, connect with us at hello@itinai.com and stay updated on AI insights through our Telegram and Twitter channels. Discover AI Solutions Explore AI solutions for sales processes and customer engagement at itinai.com. List of Useful Links: AI Lab in Telegram @itinai – free consultation Twitter – @itinaicom