The lack of attitudinal research creates big problems in A/B testing, particularly from a brand perspective. Often-times the brand and business goals are tied to comprehension and sentiment in the short-term, and recall in the long-term.
Behavioral or performance metrics give you near-term decision-making power, but we’ve seen teams optimize themselves into a corner.