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

AWS Artificial Intelligence Blog · article · Sep 22, 2026 · UTC

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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Evidence & attribution

First collected: 2026-09-22T16:51:30.528Z. This is not the publication date.