Right-size generative AI endpoints with concurrency sweeps on Amazon SageMaker AI
AWS details concurrency sweeps in SageMaker AI Inference Recommendations to right-size generative AI endpoints.
“A concurrency sweep is a systematic benchmarking approach that sends controlled, increasing levels of concurrent traffic to your Amazon SageMaker AI endpoint and analyzes its performance.”
AWS explains how automated concurrency sweeps built into SageMaker AI Inference Recommendations help teams find the throughput/latency saturation point and right-size GPU fleets for generative AI serving. It's a practical MLOps how-to using NVIDIA Nemotron-3 Nano 30B, useful for practitioners but not a major industry signal.