Methods and apparatus to cooperatively lift a payload are disclosed. An example method to control a lift vehicle includes determining a first positional state of the lift vehicle with respect to a payload controlled by a plurality of lift vehicles including the lift vehicle, determining a second positional state of the lift vehicle with respect to a goal location, detecting distances to the other ones of the plurality of lift vehicles, determining a third positional state of the lift vehicle based on the distances to the other ones of the plurality of lift vehicles, and calculating a control command to control the lift vehicle based on the first positional state, the second positional state, and the third positional state.