The complexity of decision-making in sustainable agriculture is becoming increasingly unmanageable and the probability of making the wrong decisions is rising sharply. To aid decision-makers in reaching reliable decisions based on data, knowledge and experience, we develop advanced decision support systems. These systems provide decision-makers with a range of alternative solutions and offer a well-reasoned justification for the chosen decision.