It's a newbie question for sure
There's no magic number. It all depends on how you tune the car. Race gas burns a lot differently than pump gas. Tuners can dial in more timing and lean out the a/f a little more, which results in more power.
I've seen guys run 600RWHP and run 93 octane gas.
I'm at 525RWHP and mix 110 with my 94 octane gas. My timing is at 21 degrees. Honestly, I do this on the advice of my tuner. Pump gas is too inconsistent in their octane rating. Therefore race gas is used as my safety margin. Don't forget, 110 has lead in it. There are places that sell 100 unleaded gas as well.
Whatever gas you plan to run, make sure the tuner tunes the car with that octane in the car.