BentoML

• Optimizing LLM Inference on SageMaker with BentoML

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  Enterprises are increasingly opting to self-host large language models (LLMs) to maintain data sovereignty and customize models for specific needs, despite the complexities involved. Amazon SageMaker AI simplifies this process by managing infrastructure, allowing users to focus on optimizing model performance. BentoML’s LLM-Optimizer further aids this by automating the benchmarking of different parameter configurations, helping to find optimal settings for latency and throughput. This approach is crucial for organizations aiming to balance performance and cost while maintaining control over their AI deployments.

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  Posted on

  Dec 29, 2025

  by

  NoiseReducer

  in

  Deep Dives, Tools

  Topics: AI deployment, model performance, Amazon SageMaker