A client noticed that if the 'Initialize randomstreams based on system time' is used in the experimenter, there is a chance that replications get the same random streams. You can test yourself with a small model and make sure you are using multiple cores.
Could you somehow include the replication number to the system time to be sure not the same seed sample is generated.