The desired outcome is how the organization will operate in the future; the solution is the method to reach the desired outcome.

They are synonymous.

The solution is the ideal fulfillment of the business goals; the desired outcome is the financial gain created by the implementation of the solution.

The desired outcome is what the solution will remove.