No, the "Potion of Dad" doesn't "make you daddy," it... turns you into a father.
Who's? Everyone's... kinda?
Anyone will see you and think "Dad." Their personal parental history becomes mush. Details are up to their brain, but you have the last say...
But you already have that with me, Dad!