In this talk I will discuss a minimal interacting generalisation of the geometric Brownian motion model be formally equivalent to a model describing the dynamics of networks of analogue neurons. Using the Generating Functional formalism, I will show how one can solve for the steady state solutions in a non-trivial and interesting regime