Implementing LLMs in Enterprise Systems: Practical Strategies and Future Directions

Abstract

This talk provides a roadmap for integrating Large Language Models (LLMs) into business environments. Starting with basic concepts such as LLM APIs and task types, we move towards the strategic application of LLMs in enterprise settings. We discuss the entire process from use case scoping, defining the UI/UX and the LLM system architecture, through to prototyping, and live deployment, highlighting key areas such as dynamic tool selection, testing and evaluation, RAG pre-processing pipelines, and the essential role of context management in defining effective LLM systems. Using examples from actual deployments, this presentation delivers an overview of the key considerations in LLM system development, setting the stage for focused sessions on specific topics later in the day.