I often have doubts why exactly an A/B test fails. Was it because the idea itself was bad? Or because it was executed poorly?
As an example, I ran a test where I added product testimonials to the trial sign up page. It wasn't ugly, but it looked a little bit out of place. The test failed and I cannot decide why: due to the bad design or because didn't work.