Property discovery is the process of discovering properties of code via automated testing. It has the potential to be a great tool for a practical approach to software correctness. Unfortunately current methods remain infeasible because of the immense search space. We contribute a new approach to taming the complexity of a state-of-the-art generate and test algorithm. Our approach runs this algorithm several times with carefully chosen inputs of smaller size: signature inference. We implement this approach in a new tool called EasySpec. The results suggest that this approach is several orders of magnitude faster, fast enough to be practical, and produces similar results.