Dudley Moore, who plays an orchestra conductor, shadowed Bill Conti, who wrote the film's score, to actually learn the techniques used to conduct a symphony orchestra.
In the film, it is mentioned that Dudley Moore was scoring a film starring his wife played by Nastassja Kinski. In fact, Moore did compose the score the film Six Weeks co-starring Mary Tyler Moore, which came was filmed a year prior to this one.