MAPS: Netflix’s Multimodal Asset Personalization at Scale

Netflix engineers describe using multimodal embeddings to improve asset personalization for new titles. The system encodes artwork and video previews with CLIP to solve cold-start problems. The post details three production systems and a technique for selecting embeddings. No open-source code, model weights, or developer tools are released for external use.