AI delivery requires a well-structured approach akin to baking a cake, where each ingredient represents a crucial element such as CI/CD pipelines, observability, and governance. Real-world case studies illustrate the consequences of neglecting these components, emphasizing the importance of discipline and integration in developing reliable AI systems.

Jenkins can be a maintenance burden due to chaotic governance, leading to sprawl and inconsistency. By implementing centralized governance and best practices, organizations can transform Jenkins into a reliable, enterprise-grade CI/CD solution that supports growth and reduces operational overhead. CloudBees offers a framework that enhances Jenkins governance, enabling efficiency and compliance.