Sagemaker

LLM Inference on AWS: Every Option Explained

Pratik Kulkarni
AWS , Cloud Architecture
05 Sep, 2026

AWS gives you two fundamentally different ways to run an LLM -SageMaker, you provision and pay for the infrastructure that serves the model. Bedrock, AWS already runs the model, and you just call

AWS Bedrock vs SageMaker: How to Pick the Right One

Pratik Kulkarni
AWS , Cloud Architecture
07 May, 2026

If you're building an AI product on AWS, you'll hit this question early: Bedrock or SageMaker? The short answer is that they solve different problems, and most startups only need one. What Each Se