A tuning assistant tool to find a lower floating-point precision that can be used in any part of a program. Precimonious performs a search on the program variables trying to lower their precision subject to accuracy constraints and performance goals. The tool then recommends a type instantiation for these variables using less precision while producing an accurate enough answer without causing exceptions.