Building a Generative AI app for a small demo is one thing, but what happens when thousands of users are waiting? In this talk, we'll explore the challenges of creating and scaling GenAI apps, and how to overcome them. Learn from our experiences, successes, and setbacks as we navigate the journey from prototype to production-ready.