Enterprise-scale artificial intelligence (AI) has the potential to transform upstream oil and gas operations. Successful implementation requires attention to data integration, the development, deployment, and maintenance of a large number of machine learning (ML) models, and a combined expertise in data science and the oil and gas domain.