Second here. From recent Alibaba Qwen conference: the all-in-one box (DC in a box - I think I was called Apsara, 0.6x0.6x1.5m) plug and play, 1.5TB GPU RAM, capability to run in a fully air gapped environment, any open models... All of that is roughly $300k one time. And this box can do non LLM tasks as well. Performance (throughput) around 20k t/s. Delivery time - around 2 months. For any medium sized company its perhaps cheaper to just buy it once than spending 1.5k for cloud per user