Refining SEEK Recommendations with GenAI

Designed and shipped a GenAI-powered preference elicitation system that captured 10× more user signals but revealed key UX insights about friction timing and integration. The feature was rolled back after reducing conversion by 4%, leading to strategic pivots toward inline micro-questions and real-time model integration.