A system and method for automatically improving performance of a first graphical program that performs one or more repetitive operations, e.g., in a loop. The first graphical program may be programmatically analyzed and may be programmatically modified based on the analysis. Programmatically modifying the first graphical program may include programmatically modifying the one or more repetitive operations or the loop performed by the first graphical program, where the modification results in improved performance. In one embodiment, the performance of the first graphical program may be improved by increasing deterministic behavior. For example, deterministic behavior may be especially important for a real-time or time critical application. In one embodiment, determinism may be increased by removing functionality from the first graphical program which causes time latency problems. In one embodiment, one or more additional graphical programs may be programmatically generated to perform the functionality previously performed by the first graphical program, where the one or more additional graphical programs execute simultaneously with the first graphical program.