AI-driven applications, ranging from immersive experiences to real-time decision systems place new demands on latency, uplink capacity, and orchestration across radio, transport, and compute. This paper examines how RAN and AI can coexist within a shared architectural framework, focusing on automation, orchestration, and lifecycle management using a concrete orchestration use case developed with SoftBank and implemented on Ericsson technology.