Things in a fantasy novel
Moat, Dungeon, and Turret all fit perfectly within the fantasy genre, making this a very tempting first guess. However, the theory breaks on the last two clues. While a castle can be in a novel, Drawbridge and especially Keep are more direct architectural terms rather than fantasy concepts, causing the theme to fail for two of the five clues.