A/B Test Opportunity Finder

A test is only worth running if it can reach a result. This agent looks for elements with plenty of traffic whose click-through is stable across similar pages — the same element behaving the same way on hundreds of product pages — because those are the ones a test can read quickly and confidently. It combines that with revenue attribution to rank the candidates by expected uplift, and writes a ready-to-brief hypothesis for each: the element, what to change, why, the uplift if it works and roughly how long the test needs to run. It also tells you when an element is a poor candidate, so the team does not spend weeks on a test that cannot conclude.