For a start you'll need an air compressor, a blast cabinet and some glass beads. Even contained in a cabinet it'll still be a dusty job so somewhere to set up would be advisable.
You'll need to be able to disassemble the watch so tools will be required and you'd probably want to pre clean/degrease and also post clean.
That could be enough to get you going.