Amazon Payments Boosts Conversions with Contextual Bandits on SageMaker

Amazon Payments cracked the personalization puzzle by deploying a multi-objective contextual bandit on Amazon SageMaker AI to optimize their acquisition funnel. They achieved solid single-digit conversion lifts and discovered that content quality, not model sophistication, was the real bottleneck—a refreshing reminder that sometimes the simplest insights pack the biggest punch.