Back 4 Blood developer Turtle Rock has confirmed that the game will require an always-online connection, even when its campaign is being played solo with a squad of AI-controlled teammates. Turtle Rock has mentioned that it is currently looking into how offline play can be applied to the game.
Source: N4G PC Back 4 Blood Requires A Constant Internet Connection