Some musicians start making solo albums even when they're still part of a band. They could decide to start their own solo career later, and sometimes that's not a bad idea. Working on solo projects they can put in their albums the genres and the ideas they like the most. Being part of a band sometimes can limit your creativity.
For other "bands" like Spice Girls what I said above doesn't count