This doesn't seem correct to me. The null hypothesis is that both treatments are the same. If you can't find evidence to reject the null hypothesis why would yo

This doesn't seem correct to me. The null hypothesis is that both treatments are the same. If you can't find evidence to reject the null hypothesis why would you change it? From experience I've learned this puts you back in the gut-based guessing game those employing these methods are trying to escape.