Best TensorFlow Alternatives in 2026
Updated
20 platforms from deep learning software ranked against TensorFlow on the same published basis.
- 1TensorFlow vs Paperspace Gradient
- 2TensorFlow vs Amazon SageMaker Autopilot
- 3TensorFlow vs Apache TVM
- 4TensorFlow vs NVIDIA Triton Inference Server
- 6TensorFlow vs Trackio
- 7TensorFlow vs PaddlePaddle
- 8TensorFlow vs PyTorch
- 9TensorFlow vs Valohai
- 10TensorFlow vs MATLAB Grader
- 11TensorFlow vs ONNX Runtime
- 12TensorFlow vs DeepSpeed
- 13TensorFlow vs MegEngine
- 14TensorFlow vs Ray Train
- 15TensorFlow vs Lightning AI Studios
- 16TensorFlow vs Keras
- 17TensorFlow vs HPE Morpheus VM Essentials Software
- 18TensorFlow vs Apache SINGA
- 19TensorFlow vs Caffe
- 20TensorFlow vs Chainer
- 21TensorFlow vs Deeplearning4j
TensorFlow alternatives compared
| # | Platform | Score | Free plan | From | Runs on |
|---|---|---|---|---|---|
| 1 | Paperspace Gradient | 7.4 | Free plan | $8/mo | API, Linux, Mac, Web, Windows |
| 2 | Amazon SageMaker Autopilot | 7.2 | No | — | API, Web |
| 3 | Apache TVM | 7.2 | Free plan | Free | Android, API, iOS, Linux, Mac, self-hosted, Web, Windows |
| 4 | NVIDIA Triton Inference Server | 7.2 | Free plan | $375/mo | API, Linux, self-hosted, Windows |
| 6 | Trackio | 7.2 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 7 | PaddlePaddle | 6.9 | No | — | API, Linux, Mac, self-hosted, Windows |
| 8 | PyTorch | 6.9 | No | — | Android, API, iOS, Linux, Mac, self-hosted, Windows |
| 9 | Valohai | 6.6 | No | — | API, Linux, self-hosted, Web |
| 10 | MATLAB Grader | 5.9 | Free plan | Free | Linux, Mac, Web, Windows |
| 11 | ONNX Runtime | 5.9 | Free plan | Free | Android, iOS, Linux, Mac, self-hosted, Web, Windows |
| 12 | DeepSpeed | 5.8 | Free plan | Free | Linux, Mac, self-hosted |
| 13 | MegEngine | 5.8 | Free plan | Free | Android, iOS, Linux, Mac, self-hosted, Windows |
| 14 | Ray Train | 5.8 | Free plan | Free | Linux, Mac, self-hosted, Windows |
| 15 | Lightning AI Studios | 5.7 | Free plan | — | API, Web |
| 16 | Keras | 5.5 | No | — | Linux, Mac, Windows |
| 17 | HPE Morpheus VM Essentials Software | 5.4 | No | $50/mo | Linux, self-hosted, Web |
| 18 | Apache SINGA | 5.1 | No | — | Linux, Windows, Mac |
| 19 | Caffe | 5.1 | No | — | Linux, Mac, Windows |
| 20 | Chainer | 5.1 | No | — | — |
| 21 | Deeplearning4j | 5.1 | No | — | Windows, Mac, Linux |
The sponsored alternative slot on this page is labelled and never changes the order above.
Questions about TensorFlow alternatives
What is the best alternative to TensorFlow?
Paperspace Gradient, number 1 in deep learning software with a score of 7.4 out of 10. The others here: Amazon SageMaker Autopilot, Apache TVM, NVIDIA Triton Inference Server and 16 more.
What is the best free alternative to TensorFlow?
Paperspace Gradient is the best-ranked alternative with a free plan. 10 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, open and connectable first: a public API, open-source code, the depth of its documentation and a free tier to try it on. Model lists are sorted by the figure in their title, exactly as each provider publishes it. Paid placements never change a rank.