Product recommendations represented a meaningful revenue lever across retail, with competitors attributing roughly 20–25% of revenue to recommendation-driven experiences. At Kohl's, exposure rates on desktop and mobile were lower, and the existing recommendations experience had become outdated.
Relevance was inconsistent, users had limited control, and monetization opportunities were underutilized. Improving recommendations offered a high-impact way to increase engagement and revenue without relying on additional traffic.