Right-size generative AI endpoints with concurrency sweeps on Amazon SageMaker AI

AWS Machine LearningSeptember 22, 2026en

Concurrency sweeps help you right-size a generative AI endpoint on Amazon SageMaker AI by systematically benchmarking it at increasing load levels. This post walks through deploying a model, running automated concurrency sweeps with the CreateAIBenchmarkJob API, and using the results to make data-driven capacity decisions about fleet size.

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