First of all I have seldom needed to override the default random starting values in Stan. But to your question, no it’s not he same, unless the sampling goes haywire so that the results after thousands of posterior draws was indeed dependent on the choice of initial values.
I also run the Stan optimizer then feed this MLE into the sampler as starting values.