99% of the time, Reach doesn't apply to OAs. Reach only applies on your turn, unless you (or, much more commonly, the monster) have "Threatening Reach". Because of this fact, only adjacent squares count. If you have Threatening Reach, you get your OA against anyone who leaves a square you...