I think it depends on the type of pepper. I have some yellow congos that's been ripe for WELL over two weeks now, still feels crunchy on the tree, firm i mean, whatever, lol.
But i have a bird pepper type that once its reallly ripe it gets squishy, then just falls off the tree, then rots.