It starts as a hypothesis.
Before your dollar goes anywhere, it gets assigned to a test cell. A cell is one audience, one offer, one creative angle. We split the first budget across several cells on purpose, because nobody knows the winner on day one.
The plan is written down before launch, including what result would make us kill a cell. That way the data makes the decision, and nobody falls in love with an ad.