I am currently reading about Föllmer's construction of a stochastic Integral that is defined in a pathwise sense. But I am not sure what exactly the purpose of such a construction is. The main applications seem to be in the area of Finance. But in my studies in that area I have not run into situations where the fact that the Itö integral is defined probabalistic causes any problems.
Could someone maybe provide an intuition as to why such a construction is useful or maybe give an example of when it is?