1) I usually measure the depth of the hole then: 2) Transfer that measurement to a drill bit and; 3) Mark the length/depth on drill bit with Black Electrical Tap.
That way I do go passed and through the bottom of the hole.
Btw, Turbo, Would a Bottoming Tap or a Plug Chamfer Tap be another...