Polynomial functions grow slowly compared to exponential functions, making them easier to solve as their complexity increases. In contrast, the NP class encompasses harder problems, where solutions can be verified quickly, even if finding the solution itself is challenging. Understanding the distinction between these two types of functions is crucial for grasping computational complexity.