Sourav Banerjee

As organizations increasingly embrace AI to drive actionable insights and automate workflows, the initial excitement around the technology gives way to a focus on delivering tangible value. This shift has placed the spotlight on deploying Large Language Model (LLM) applications in production environments. MathCo’s experience across diverse use cases has shown that a successful AI strategy requires more than cutting-edge foundational models. It demands a strong foundation built on high-quality data, thoughtful design, business context, rigorous testing, and effective change management. In this session, Sourav Banerjee will explore the essential building blocks of enterprise assistants, with compelling examples from the healthcare and consumer packaged goods (CPG) industries. He will delve into their evolution from prototypes to production, uncovering the challenges and strategies to overcome them.