Amazon SageMaker Inference: 2026 year-to-date launches in review

Generative AI inference is uniquely hard: models are tens to hundreds of gigabytes, latency requirements are measured in tokens per second, cold starts can span multiple minutes as containers and weights transfer, GPU capacity is constrained, and traditional monitoring tools expose none of the token-level signals that matter in production. Amazon SageMaker AI offers customers the ability to deploy AI models and consume them by the instance (instead of by the token), using two paths: managed endpoints for teams that