To Nvidia the biggest threat is a capex cut from big tech not another company in the same domain, maybe some Chinese companies but people aren't going to be moving off of Nvidia for large deployments in the short term even if some TPU/Tranium etc is used it's not close to Nvidia.

I have no explanation other than people, researchers are comfortable with it and don't want to switch.