Abstract-Mobile robots are said to be capable of selfassembly when they can autonomously form physical connections with each other. Despite the recent proliferation of selfassembling systems, little work has been done on using selfassembly to add functional value to a robotic system, and even less on quantifying the contribution of self-assembly to system performance.In this study we demonstrate and quantify the performance benefits of i) acting as a physically larger self-assembled entity, ii) using self-assembly adaptively and iii) making the robots morphologically aware (the self-assembled robots leverage their new connected morphology in a task specific way).In our experiments, two real robots must navigate to a target over a-priori unknown terrain. In some cases the terrain can only be overcome by a self-assembled connected entity. In other cases, the robots can reach the target faster by navigating individually.