Are you settling a bet?
The starter motor is a small turbine with a clutch, driven by air. No brushes!!
I'd guess bearing failure or clutch is the most likely cause.
Spares, extremely expensive, is up to the operator if they want to have.
If you have the $$, can get quite easily i'd assume.
Replacement fairly easy task.