Ironclad has extensive experience supporting federal and defense agencies in operationalizing highly scalable data warehouses and lakes that produce insightful analytics, critically enabling our customer’s decision making. Going beyond conventional business intelligence, we now leverage data science and cloud platforms to explore and analyze the data, curate training data sets, build machine learning models and integrate predictive and prescriptive analytics into our applications. We have baked these approaches and best practices such as MLOps into our reference architecture that can help kickstart the government’s data transformation journey and scale production of AI/ML capabilities.