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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 Free6.8
    NVIDIA Triton Inference Server vs ONNX Runtime
  2. 2
    Apache TVM Free plan AndroidapiiOSLinuxMac Free6.7
    NVIDIA Triton Inference Server vs Apache TVM
  3. 3
    Paperspace Gradient Free plan apiLinuxMacWebWin $8/mo6.7
    NVIDIA Triton Inference Server vs Paperspace Gradient
  4. 4
    TensorFlow Free plan AndroidapiiOSLinuxMac Free6.7
    NVIDIA Triton Inference Server vs TensorFlow
  5. 5
    MATLAB Grader Free plan LinuxMacWebWin Free6.6
    NVIDIA Triton Inference Server vs MATLAB Grader
  6. 6
    MegEngine Free plan AndroidiOSLinuxMacself-hosted Free6.6
    NVIDIA Triton Inference Server vs MegEngine
  7. 7
    tinygrad Free plan LinuxMacself-hostedWebWin Free6.6
    NVIDIA Triton Inference Server vs tinygrad
  8. 8
    Apache SINGA Free plan LinuxMacself-hostedWin Free6.5
    NVIDIA Triton Inference Server vs Apache SINGA
  9. 9
    OpenVINO Free plan LinuxMacWebWin Free6.5
    NVIDIA Triton Inference Server vs OpenVINO
  10. 10
    Ray Train Free plan LinuxMacself-hostedWin Free6.5
    NVIDIA Triton Inference Server vs Ray Train
  11. 11
    Trackio Free plan apiLinuxMacself-hostedWeb Free6.5
    NVIDIA Triton Inference Server vs Trackio
  12. 12
    DeepSpeed Free plan LinuxMacself-hosted Free6.4
    NVIDIA Triton Inference Server vs DeepSpeed
  13. 13
    Lightning AI Studios Free plan apiWeb 6.4
    NVIDIA Triton Inference Server vs Lightning AI Studios
  14. 14
    NVIDIA TensorRT Free plan Linuxself-hostedWin Free6.4
    NVIDIA Triton Inference Server vs NVIDIA TensorRT
  15. 16
    Amazon SageMaker Autopilot Free trial apiWeb 6.3
    NVIDIA Triton Inference Server vs Amazon SageMaker Autopilot
  16. 17
    PyTorch AndroidapiiOSLinuxMac 5.7
    NVIDIA Triton Inference Server vs PyTorch
  17. 18
    Keras LinuxMacWin 5.6
    NVIDIA Triton Inference Server vs Keras
  18. 19
    PaddlePaddle apiLinuxMacself-hostedWin 5.6
    NVIDIA Triton Inference Server vs PaddlePaddle
  19. 20
    Caffe Free plan LinuxMacself-hostedWin Free5.3
    NVIDIA Triton Inference Server vs Caffe
  20. 21
    Deeplearning4j apiLinuxMacself-hostedWin 5.3
    NVIDIA Triton Inference Server vs Deeplearning4j

NVIDIA Triton Inference Server alternatives compared

#AppScoreFree planFromRuns on
1ONNX Runtime6.8Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Web, Windows
2Apache TVM6.7Free planFreeAndroid, API, iOS, Linux, Mac, self-hosted, Web, Windows
3Paperspace Gradient6.7Free plan$8/moAPI, Linux, Mac, Web, Windows
4TensorFlow6.7Free planFreeAndroid, API, iOS, Linux, Mac, self-hosted, Web, Windows
5MATLAB Grader6.6Free planFreeLinux, Mac, Web, Windows
6MegEngine6.6Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Windows
7tinygrad6.6Free planFreeLinux, Mac, self-hosted, Web, Windows
8Apache SINGA6.5Free planFreeLinux, Mac, self-hosted, Windows
9OpenVINO6.5Free planFreeLinux, Mac, Web, Windows
10Ray Train6.5Free planFreeLinux, Mac, self-hosted, Windows
11Trackio6.5Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
12DeepSpeed6.4Free planFreeLinux, Mac, self-hosted
13Lightning AI Studios6.4Free plan—API, Web
14NVIDIA TensorRT6.4Free planFreeLinux, self-hosted, Windows
16Amazon SageMaker Autopilot6.3No—API, Web
17PyTorch5.7No—Android, API, iOS, Linux, Mac, self-hosted, Windows
18Keras5.6No—Linux, Mac, Windows
19PaddlePaddle5.6No—API, Linux, Mac, self-hosted, Windows
20Caffe5.3Free planFreeLinux, Mac, self-hosted, Windows
21Deeplearning4j5.3No—API, Linux, Mac, self-hosted, 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 6.8 out of 10. The others here: Apache TVM, Paperspace Gradient, TensorFlow 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. 15 of the 20 alternatives here publish a free plan on their own pricing pages.

How are these alternatives ranked?

Ranked free-and-open first: a usable free tier and open-source code, then the platforms it runs on and its documentation.