Each Face has 2 sides, a front and a back. when a model has Faces that are not ‘aligned’, I mean a back Face next to a front Face, weird things might happen (not only when Beveling):

In CG we often speak of Normals when discussing the direction of Faces. SHIFT+N makes those Normals consistent.