In the rapidly evolving landscape of GenAI, large US enterprises face unique challenges when considering its implementation. Beyond the well-acknowledged concerns of data privacy, security, bias, and regulatory compliance, our journey in executing GenAI within mission-critical applications has revealed additional complexities. In this session we will walk through a number of real examples of failed implementations and the lessons learned from them.