OH MY GAS!!!

I have experienced sending tokens to an exchange and the transaction is successful but why are my tokens still in my wallet? Is it because I changed the gas price from 41 to 38? If that is the case, how do I know the recommended gas when sending tokens so I will not commit the same mistake again? Please help