AI-RAN lets telecom operators turn idle base station GPUs into a three-layer revenue stack, favoring Nokia, SK Telecom and NVIDIA. A tower that is maxed out at 2pm sits idle at 3am, leaving its GPU unused 60% of the time. On the same silicon, AI-RAN runs regulated radio, premium B2B edge inference for shuttles, drones and hospitals needing sub-15ms latency a distant cloud cannot deliver, and consumer LLMs in the slack. Telcos monetize 10 million existing towers instead of building data centers. x.com



