Amazon Payments uses a contextual bandit model on SageMaker AI to personalize its acquisition funnel. The approach delivers a high single-digit conversion lift for a specific audience and reveals that content, not the model, limits performance. This demonstrates how cloud‑hosted ML services can be leveraged for real‑world personalization at scale.
Opening Kapyn…