# Amazon SageMaker Inference alternatives

The highest-scoring alternative to Amazon SageMaker Inference in Model Serving is **KServe** (70/100), against Amazon SageMaker Inference's 36/100. Ranked on independent signals, not user reviews. No vendor pays for placement.

| # | Alternative | Score | Confidence | Compare |
|--:|---|--:|---|---|
| 1 | [KServe](https://www.vioscale.ai/software/kserve) | 70 | 19% (low) | [Amazon SageMaker Inference vs KServe](https://www.vioscale.ai/compare/amazon-sagemaker-inference-vs-kserve) |
| 2 | [TorchServe](https://www.vioscale.ai/software/torchserve) | 63 | 28% (low) | [Amazon SageMaker Inference vs TorchServe](https://www.vioscale.ai/compare/amazon-sagemaker-inference-vs-torchserve) |
| 3 | [Hugging Face Text Generation Inference](https://www.vioscale.ai/software/hugging-face-text-generation-inference) | 54 | 27% (low) | [Amazon SageMaker Inference vs Hugging Face Text Generation Inference](https://www.vioscale.ai/compare/amazon-sagemaker-inference-vs-hugging-face-text-generation-inference) |
| 4 | [NVIDIA NIM](https://www.vioscale.ai/software/nvidia-nim) | 49 | 36% (low) | [Amazon SageMaker Inference vs NVIDIA NIM](https://www.vioscale.ai/compare/amazon-sagemaker-inference-vs-nvidia-nim) |
| 5 | [NVIDIA Triton Inference Server](https://www.vioscale.ai/software/nvidia-triton-inference-server) | 48 | 24% (low) | [Amazon SageMaker Inference vs NVIDIA Triton Inference Server](https://www.vioscale.ai/compare/amazon-sagemaker-inference-vs-nvidia-triton-inference-server) |
| 6 | [LMDeploy](https://www.vioscale.ai/software/lmdeploy) | 44 | 23% (low) | [Amazon SageMaker Inference vs LMDeploy](https://www.vioscale.ai/compare/amazon-sagemaker-inference-vs-lmdeploy) |
| 7 | [MLC LLM](https://www.vioscale.ai/software/mlc-llm) | 31 | 19% (low) | [Amazon SageMaker Inference vs MLC LLM](https://www.vioscale.ai/compare/amazon-sagemaker-inference-vs-mlc-llm) |
| 8 | [SGLang](https://www.vioscale.ai/software/sglang) | 14 | 3% (low) | [Amazon SageMaker Inference vs SGLang](https://www.vioscale.ai/compare/amazon-sagemaker-inference-vs-sglang) |

Amazon SageMaker Inference itself ranks #10 of 12 in Model Serving.

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*Source: Vioscale (https://www.vioscale.ai/alternatives/amazon-sagemaker-inference). Generated 2026-09-01T17:12:02.661Z.*