It is unreasonable to think that a system that is not well-suited to desktop use is therefore "going to waste". The features that make something good for supercomputers, appliances, network infrastructure, embedded devices, and so on, are all fairly distinct from what makes a system good on a desktop.

A system could, in theory, be both (although you end up with a least-common-denominator situation), but they are separate.