<ul data-eligibleForWebStory="false">AI product development is shifting towards products that can learn and adapt to user behavior and intent.This shift requires AI PMs to design systems that learn by default rather than just adding features.To address user preferences not captured by traditional metadata, AI PMs are exploring visual similarity systems and CLIP-based image embeddings.The focus is on balancing perception-led discovery with business logic to create adaptive systems that improve continuously.