Designed a reimagined recommendations experience that improved relevance, introduced user control, and aligned with Kohl's existing site patterns.
The concept unified research, journey insights, and the current experience into a cohesive desktop and mobile prototype, with monetization opportunities embedded intentionally rather than added opportunistically.