Working knowledge of GenAI/LLM-powered product patterns (chat interfaces, conversational flows, retrieval-grounded responses) enough to scope requirements and partner effectively with engineering, even without a deep technical background. 3-5+ years of product management/product owner experience, ideally spanning web/mobile platforms; experience with personalization, segmentation, or conversational/chat-based products a strong plus.