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Best Apache TVM Alternatives in 2026

Updated

20 platforms from deep learning software ranked against Apache TVM on the same published basis.

  1. 1
    Lightning AI Studios Free plan apiWeb 7.6
    Apache TVM vs Lightning AI Studios
  2. 2
    NVIDIA Triton Inference Server Free plan apiLinuxself-hostedWin $375/mo7.5
    Apache TVM vs NVIDIA Triton Inference Server
  3. 3
    ONNX Runtime Free plan AndroidiOSLinuxMacself-hosted Free7.5
    Apache TVM vs ONNX Runtime
  4. 4
    Amazon SageMaker Autopilot Free trial apiWeb 7.4
    Apache TVM vs Amazon SageMaker Autopilot
  5. 5
    Paperspace Gradient Free plan apiLinuxMacWebWin $8/mo7.4
    Apache TVM vs Paperspace Gradient
  6. 7
    MATLAB Grader Free plan LinuxMacWebWin Free7.3
    Apache TVM vs MATLAB Grader
  7. 8
    TensorFlow Free plan AndroidapiiOSLinuxMac Free7.1
    Apache TVM vs TensorFlow
  8. 9
    Trackio Free plan apiLinuxMacself-hostedWeb Free7.1
    Apache TVM vs Trackio
  9. 10
    MegEngine Free plan AndroidiOSLinuxMacself-hosted Free7.0
    Apache TVM vs MegEngine
  10. 11
    NVIDIA TensorRT Free plan Linuxself-hostedWin Free7.0
    Apache TVM vs NVIDIA TensorRT
  11. 12
    Ray Train Free plan LinuxMacself-hostedWin Free7.0
    Apache TVM vs Ray Train
  12. 13
    HPE Morpheus VM Essentials Software Free trial Linuxself-hostedWeb $50/mo6.9
    Apache TVM vs HPE Morpheus VM Essentials Software
  13. 14
    DeepSpeed Free plan LinuxMacself-hosted Free6.7
    Apache TVM vs DeepSpeed
  14. 15
    PyTorch AndroidapiiOSLinuxMac 6.5
    Apache TVM vs PyTorch
  15. 16
    Valohai Free trial apiLinuxself-hostedWeb 6.5
    Apache TVM vs Valohai
  16. 17
    Keras LinuxMacWin 6.3
    Apache TVM vs Keras
  17. 18
    PaddlePaddle apiLinuxMacself-hostedWin 6.3
    Apache TVM vs PaddlePaddle
  18. 19
    tinygrad LinuxMacWinWeb 6.1
    Apache TVM vs tinygrad
  19. 20
    Apache SINGA LinuxWinMac 6.0
    Apache TVM vs Apache SINGA
  20. 21
    Caffe LinuxMacWin 6.0
    Apache TVM vs Caffe

Apache TVM alternatives compared

#PlatformScoreFree planFromRuns on
1Lightning AI Studios7.6Free plan—API, Web
2NVIDIA Triton Inference Server7.5Free plan$375/moAPI, Linux, self-hosted, Windows
3ONNX Runtime7.5Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Web, Windows
4Amazon SageMaker Autopilot7.4No—API, Web
5Paperspace Gradient7.4Free plan$8/moAPI, Linux, Mac, Web, Windows
7MATLAB Grader7.3Free planFreeLinux, Mac, Web, Windows
8TensorFlow7.1Free planFreeAndroid, API, iOS, Linux, Mac, self-hosted, Web, Windows
9Trackio7.1Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
10MegEngine7.0Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Windows
11NVIDIA TensorRT7.0Free planFreeLinux, self-hosted, Windows
12Ray Train7.0Free planFreeLinux, Mac, self-hosted, Windows
13HPE Morpheus VM Essentials Software6.9No$50/moLinux, self-hosted, Web
14DeepSpeed6.7Free planFreeLinux, Mac, self-hosted
15PyTorch6.5No—Android, API, iOS, Linux, Mac, self-hosted, Windows
16Valohai6.5No—API, Linux, self-hosted, Web
17Keras6.3No—Linux, Mac, Windows
18PaddlePaddle6.3No—API, Linux, Mac, self-hosted, Windows
19tinygrad6.1No—Linux, Mac, Windows, Web
20Apache SINGA6.0No—Linux, Windows, Mac
21Caffe6.0No—Linux, Mac, Windows
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Questions about Apache TVM alternatives

What is the best alternative to Apache TVM?

Lightning AI Studios, number 1 in deep learning software with a score of 7.6 out of 10. The others here: NVIDIA Triton Inference Server, ONNX Runtime, Amazon SageMaker Autopilot and 16 more.

What is the best free alternative to Apache TVM?

Lightning AI Studios is the best-ranked alternative with a free plan. 11 of the 20 alternatives here publish a free plan on their own pricing pages.

How are these alternatives ranked?

Ranked on how quickly a newcomer can get going: documentation depth, a free tier or trial, and the platforms it runs on.