I can think of a few mechanisms that work but they all go after the money. It can be direct (betray the public trust, don't get donations) or indirect (betray the public trust and lose the beneficiary status on the trust that the government dumps your budget into...)

How it's designed is important, but even under the most elaborate schemes it would be less costly and human resource intensive than having the government directly take charge of it.