Prompt stick forward just worked for me that day.
Exactly, it's a matter of training and experience. I fly a Pawnee towplane whose stall warner goes off earlier than is necessary. I frequently get some beeps when in a gliding base-to-final turn. Even though I am relatively low and the ground is filling the windscreen, it's instinctive to ease the stick forward.