Weirdly, Albert Einstein discovered his theories by guessing, until he found a working solution that matched the known constraints, and then stopped. It is quite possible that the parts of the solution space he did not probe contain relevant alternative models.
There is a space of formal models that are consistent with the known observational constraints, which is the solution space that Einstein had to sample. What makes this concept useless in your view?