Stop A/B testing every fucking thing. You don't need to do a fucking study to know that link underlines are expected and useful. You don't need to commission research to work out if making radio buttons look like checkboxes will make people want to defenestrate you. You don't need to A/B test whether a thing that DOESN’T LOOK LIKE ITSELF will fucking confuse people. It's self-evident.