I can imagine that once (if?) the technology becomes miniaturised enough, we'd end up with a "quantum card" alongside our sound and graphics cards, for specialised processing.
They seem to be costly enough to keep within temperature constraints that what that might actually look like is a quantum room at AWS or whoever that costs $x/hr to access.