Getting a program to run faster is the only reason to go to all of the time and trouble required to parallelize it. SpeedUp is defined to be the ratio of the time required to run a sequential version of the program to the time required to run a parallel version.
See also ThreadsAreOptimizations; compare with AvoidThreadsForOptimizations