In this talk we will review several convex problem classes that can be solved using a purpose written algorithm in Xpress. Next we will present how to use Xpress to solve generic convex nonlinear problems, including problems based on black-box functions. And finally, we will discuss how Xpress-Mosel automatically enables several black-box user functions to be used in a distributed environment – Parallel Black-Box Optimization.