Would it be nice to have an easy-to-use tool to assist in new alloy development? How about a tool that would help a metallurgist reach new properties within a base alloy? With a meaningful amount of data, the machine learning (ML) algorithms have proved to be such a tool, and the results can be remarkably accurate.