Often, we run into the challenge that we can only test a certain number of levels per attribute to make sure the estimation remains robust. However, there are scenarios in CBC studies where we want to test many more levels and we just want to find out what the best levels and combinations of levels are. By employing Thompson Sampling, we select preferred products to oversample for each new respondent.