Alternatives

Amazon SageMaker Inference alternatives

On the evidence we track, the strongest alternative to Amazon SageMaker Inference is KServe at 70/100. Amazon SageMaker Inference itself ranks #10 of 12 in model serving. Every product below is scored on the same independent signals, so the ranking is comparable rather than a matter of opinion.

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Ranked alternatives to Amazon SageMaker Inference

  1. 170
    KServe
    low · 19%updating
    vs Amazon SageMaker Inference
  2. 263
    TorchServe
    low · 28%updating
    vs Amazon SageMaker Inference
  3. 354vs Amazon SageMaker Inference
  4. 449
    NVIDIA NIM

    Self-hosted GPU-accelerated inference containers for deploying AI models across clouds and edge devices

    low · 36%updating
    vs Amazon SageMaker Inference
  5. 548vs Amazon SageMaker Inference
  6. 644
    LMDeploy
    low · 23%updating
    vs Amazon SageMaker Inference
  7. 731
    MLC LLM
    low · 19%updating
    vs Amazon SageMaker Inference
  8. 814
    SGLang

    A framework for hosting and running large language models on diverse GPU hardware with efficient inference

    low · 3%updating
    vs Amazon SageMaker Inference

Why these ones

An alternative here means a product in the same category as Amazon SageMaker Inference (Model Serving), ranked by the Vioscale composite: a confidence-weighted blend of independent signals such as adoption, release activity, pricing transparency and security posture. There are no user reviews in it, and no vendor can pay to appear or to rank higher. Where we have not confirmed something, we show that rather than guessing.

Generated . See the method for how the composite is built, and why we are independent.