SageMaker AI Inference Recommendations

A CreateAIBenchmarkJob call ramps a SageMaker endpoint from 64 to 1,024 concurrent requests

Amazon's concurrency sweeps push rising traffic at a SageMaker inference endpoint and report where throughput stops improving. Three vLLM settings in the sample deployment decide whether that curve transfers to your traffic.