I disagree. TDD shines most when you don't know what you are building. It allows you to to test hypotheses without needing to over-implement a system to be able to begin to gather data about your design.

In fact, if you know exactly what you are building, how could tests drive your decisions? You have already made up your mind. If you know what you are building you can simply implement it straight away without the data gathering phase.