Many financial institutions expend considerable time and money reviewing customer and transaction alerts that ultimately are deemed to be of little real value. One of the key contributors to false positive alerts is ineffective threshold setting and tuning based on flawed customer segmentation methodologies. This point-of-view article discusses the challenges related to poor customer segmentation, and how a properly conducted customer segmentation-focused threshold-setting approach yields opportunities and favorable outcome.