A question that comes to mind is: How significant is the performance difference between using CPUs and GPUs for these machine learning models in web application

A question that comes to mind is: How significant is the performance difference between using CPUs and GPUs for these machine learning models in web applications, and are there specific types of applications where one would significantly outperform the other?