AI-RAN is delivering early ROI for mobile operators by optimizing energy use, speeding fault detection, and improving capacity planning. For VoIP providers, smarter RAN operations can enhance call quality, reduce latency, and support reliable edge services, while operators focus on practical savings before chasing uncertain new revenue from enterprise applications