Why does GPU matter? Do you think GCP keeps GPU utilization at 100% at all times?
You get that organically when you are serving lots of users. And, there's not much GPUs etc. used for that. Training LLMs gives you a different utilization pattern. The "best effort" resources aren't as useful in that setup.