When did you transition your toddler into a new bed?

LO 1 is in a crib converted into a toddler bed right now and I need it for LO 3 this fall. (LO 2 is still in her crib too) Is it better to transition before or after the baby is actually here? I figure the baby will be in our room for the first 2-3 months?