What does it really take to move generative AI systems from pilot prototypes to production environments? Drawing on experience that spans optimizing traditional machine learning models like gradient boosting to deploying advanced production-grade GenAI pipelines, this talk shares practical lessons for bringing enterprise AI out of the sandbox and into real-world use.