By distributing the workload across the various processors, they can perform the task much faster than serial computers. (Don’t plan on getting one for your home or office, however: they cost millions of dollars.)
Oops a little dated. Computer research and advancement seems to have vastly outpaced brain pharmacology at the least, if not all forms of advancement.

