Generative AI Inference Recommendations now available in SageMaker AI Studio

Amazon SageMaker AI now provides Generative AI Inference Recommendations within SageMaker AI Studio, offering customers a guided path to optimal inference configurations. Users specify their workload and priorities-such as latency, throughput, or cost-and SageMaker AI benchmarks various setups on real GPU hardware, applying techniques like speculative decoding or kernel tuning. It returns ranked, production-ready recommendations with performance metrics, enabling teams to achieve validated configurations in hours rather than weeks. The feature is available through a visual interface in SageMaker AI Studio, with no additional cost for generating recommendations.

Why it matters

This update benefits developers and data scientists deploying generative AI models, extending SageMaker's capabilities with more intuitive inference optimization tools.