In this talk, I will share some practical insights and experiences from implementations of GenAI projects in various domains. This talk will guide you through the crucial aspects of moving beyond basic demos to effectively using Large Language Models (LLMs) in a production environment. We will discuss key strategies for production implementation, including addressing common pitfalls and optimizing for efficiency and impact. The session will also explore the most promising techniques currently in use and look forward to exciting future directions in the field of GenAI.