Honest about sample size
A/B tests need traffic. Many business websites do not have enough of it to reach reliable conclusions in a reasonable time. Rather than run underpowered tests and report noise as wins, we use qualitative evidence, before-and-after comparison and clear confidence statements, and reserve formal experimentation for pages that can support it.








