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I try to explain that it's due to financial constraints, and would potentially be open to working with them in the future.

If I were to put myself in the shoes of the person receiving the rejection, I would be more understanding if there was a good reason provided. Your explanation doesn't have to be lengthy - be concise and put it in a way that will help clients understand that it may not work the way they expect or desire it to be.