I have always done it just after I have turned the phone on.
I managed to get my mrs to run the Antutu test on her note 4 at the same time as mine and she got a score of 49,000 , I wasnt a happy bunny to find out she was getting a higher score than me,I may just swap phones when she's not looking lol