Ah yes, it's all a bit semi-supervised in that I did a lot of data labelling early on to kick start the whole thing.

The way I've thought about this so far is that so long as the group of "people who have historically spent well" can change, ie the historical input to the algorithm is a recent window of time, the definition of beauty can progress.