Artificial intelligence is reshaping the digital landscape, and enterprises are eager to adopt AI technologies that are powerful but in a secure, scalable, and compliant way. This chapter introduces RHEL AI—a platform built on the reliable Red Hat Enterprise Linux foundation—to streamline AI development and deployment in enterprise environments. We explore the motivations behind RHEL AI, its architecture, key capabilities, and provide step-by-step guidance for setting up our first AI-enabled system. By the end of this chapter, you will understand how RHEL AI empowers organizations to operationalize AI initiatives with confidence.