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Best NVIDIA Triton Inference Server Alternatives in 2026

Updated

20 apps from deep learning software ranked against NVIDIA Triton Inference Server on the same published basis.

  1. 1
    ONNX Runtime Free plan AndroidiOSLinuxMacself-hosted Free7.5
    NVIDIA Triton Inference Server vs ONNX Runtime
  2. 2
    TensorFlow Free plan AndroidapiiOSLinuxMac Free7.4
    NVIDIA Triton Inference Server vs TensorFlow
  3. 3
    Apache TVM Free plan AndroidapiiOSLinuxMac Free7.3
    NVIDIA Triton Inference Server vs Apache TVM
  4. 4
    Paperspace Gradient Free plan apiLinuxMacWebWin $8/mo7.3
    NVIDIA Triton Inference Server vs Paperspace Gradient
  5. 5
    MATLAB Grader Free plan LinuxMacWebWin Free7.2
    NVIDIA Triton Inference Server vs MATLAB Grader
  6. 6
    MegEngine Free plan AndroidiOSLinuxMacself-hosted Free7.2
    NVIDIA Triton Inference Server vs MegEngine
  7. 7
    Trackio Free plan apiLinuxMacself-hostedWeb Free7.1
    NVIDIA Triton Inference Server vs Trackio
  8. 8
    OpenVINO Free plan LinuxMacWebWin Free7.0
    NVIDIA Triton Inference Server vs OpenVINO
  9. 9
    Lightning AI Studios Free plan apiWeb 6.9
    NVIDIA Triton Inference Server vs Lightning AI Studios
  10. 10
    NVIDIA TensorRT Free plan Linuxself-hostedWin Free6.9
    NVIDIA Triton Inference Server vs NVIDIA TensorRT
  11. 11
    Ray Train Free plan LinuxMacself-hostedWin Free6.9
    NVIDIA Triton Inference Server vs Ray Train
  12. 12
    DeepSpeed Free plan LinuxMacself-hosted Free6.8
    NVIDIA Triton Inference Server vs DeepSpeed
  13. 14
    PyTorch AndroidapiiOSLinuxMac 6.8
    NVIDIA Triton Inference Server vs PyTorch
  14. 15
    Amazon SageMaker Autopilot Free trial apiWeb 6.7
    NVIDIA Triton Inference Server vs Amazon SageMaker Autopilot
  15. 16
    Keras LinuxMacWin 6.5
    NVIDIA Triton Inference Server vs Keras
  16. 17
    PaddlePaddle apiLinuxMacself-hostedWin 6.5
    NVIDIA Triton Inference Server vs PaddlePaddle
  17. 18
    HPE Morpheus VM Essentials Software Free trial Linuxself-hostedWeb $50/mo6.3
    NVIDIA Triton Inference Server vs HPE Morpheus VM Essentials Software
  18. 19
    tinygrad Free plan LinuxMacself-hostedWebWin Free6.1
    NVIDIA Triton Inference Server vs tinygrad
  19. 20
    Apache SINGA Free plan LinuxMacself-hostedWin Free6.0
    NVIDIA Triton Inference Server vs Apache SINGA
  20. 21
    Caffe LinuxMacWin 6.0
    NVIDIA Triton Inference Server vs Caffe

NVIDIA Triton Inference Server alternatives compared

#AppScoreFree planFromRuns on
1ONNX Runtime7.5Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Web, Windows
2TensorFlow7.4Free planFreeAndroid, API, iOS, Linux, Mac, self-hosted, Web, Windows
3Apache TVM7.3Free planFreeAndroid, API, iOS, Linux, Mac, self-hosted, Web, Windows
4Paperspace Gradient7.3Free plan$8/moAPI, Linux, Mac, Web, Windows
5MATLAB Grader7.2Free planFreeLinux, Mac, Web, Windows
6MegEngine7.2Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Windows
7Trackio7.1Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
8OpenVINO7.0Free planFreeLinux, Mac, Web, Windows
9Lightning AI Studios6.9Free plan—API, Web
10NVIDIA TensorRT6.9Free planFreeLinux, self-hosted, Windows
11Ray Train6.9Free planFreeLinux, Mac, self-hosted, Windows
12DeepSpeed6.8Free planFreeLinux, Mac, self-hosted
14PyTorch6.8No—Android, API, iOS, Linux, Mac, self-hosted, Windows
15Amazon SageMaker Autopilot6.7No—API, Web
16Keras6.5No—Linux, Mac, Windows
17PaddlePaddle6.5No—API, Linux, Mac, self-hosted, Windows
18HPE Morpheus VM Essentials Software6.3No$50/moLinux, self-hosted, Web
19tinygrad6.1Free planFreeLinux, Mac, self-hosted, Web, Windows
20Apache SINGA6.0Free planFreeLinux, Mac, self-hosted, Windows
21Caffe6.0No—Linux, Mac, Windows
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Questions about NVIDIA Triton Inference Server alternatives

What is the best alternative to NVIDIA Triton Inference Server?

ONNX Runtime, number 1 in deep learning software with a score of 7.5 out of 10. The others here: TensorFlow, Apache TVM, Paperspace Gradient and 16 more.

What is the best free alternative to NVIDIA Triton Inference Server?

ONNX Runtime is the best-ranked alternative with a free plan. 14 of the 20 alternatives here publish a free plan on their own pricing pages.

How are these alternatives ranked?

Ranked on what each maker publishes: documentation depth, a free tier and the platforms it runs on.