I seldom do any preliminary sketches. I prefer to develop my prototypes in the realm of my mind. Once an idea is ripe, I move on to working with real materials.
If no strict measures are given, I often allow the natural qualities of my materials to show me witch direction to take. When possible, I tend to preserve and follow the natural irregular structure of my materials.