What's the questionable supplements allowed? Herbal stuff like ashwagandha or whatever, or not-technically-steroids-but-close-enough substances like SARMs?
Creatine will let you push an 8 rep set to 9 or 10. And when every pound on the bar is bought with two weeks of complicated periodization, that little bit helps. And creatine is allowed by basically every athletic league.
Real PEDs are a whole different ball game. Much bigger risks.