 We rely on extensive consumer testing and have a rigorous evaluation process to analyze metrics and decide whether to implement a proposed change. We gather data in multiple different ways. We have human raters who look at side-by-side comparisons, that's like this, where they're looking at different potential results for latitude and deciding which one they think provides the most relevant and useful information. We also do live testing with sometimes just 1% of our global users,