Well, we're not exactly sure if they're buddies — but we do know they were both spotted leaving the gym in Studio City!
Check out the pics above for the proof… proof that both Rose McGowan and Nicole Richie are in fantastic shape, too!
We wonder if they spot each other while adding stacks of 50 on the bench press…
Yeah, we're sure they do! Ha!