Best Ludwig Alternatives in 2026
Updated
20 platforms from deep learning software ranked against Ludwig on the same published basis.
- 1Ludwig vs NVIDIA Triton Inference Server
- 2Ludwig vs ONNX Runtime
- 3Ludwig vs Amazon SageMaker Autopilot
- 4Ludwig vs Paperspace Gradient
- 5Ludwig vs Apache TVM
- 6Ludwig vs MATLAB Grader
- 7Ludwig vs TensorFlow
- 8Ludwig vs Trackio
- 9Ludwig vs MegEngine
- 10Ludwig vs Ray Train
- 11Ludwig vs HPE Morpheus VM Essentials Software
- 12Ludwig vs DeepSpeed
- 13Ludwig vs Lightning AI Studios
- 14Ludwig vs PyTorch
- 15Ludwig vs Valohai
- 16Ludwig vs Keras
- 17Ludwig vs PaddlePaddle
- 18Ludwig vs tinygrad
- 19Ludwig vs Apache SINGA
- 20Ludwig vs Caffe
Ludwig alternatives compared
| # | Platform | Score | Free plan | From | Runs on |
|---|---|---|---|---|---|
| 1 | NVIDIA Triton Inference Server | 7.5 | Free plan | $375/mo | API, Linux, self-hosted, Windows |
| 2 | ONNX Runtime | 7.5 | Free plan | Free | Android, iOS, Linux, Mac, self-hosted, Web, Windows |
| 3 | Amazon SageMaker Autopilot | 7.4 | No | — | API, Web |
| 4 | Paperspace Gradient | 7.4 | Free plan | $8/mo | API, Linux, Mac, Web, Windows |
| 5 | Apache TVM | 7.3 | Free plan | Free | Android, API, iOS, Linux, Mac, self-hosted, Web, Windows |
| 6 | MATLAB Grader | 7.3 | Free plan | Free | Linux, Mac, Web, Windows |
| 7 | TensorFlow | 7.1 | Free plan | Free | Android, API, iOS, Linux, Mac, self-hosted, Web, Windows |
| 8 | Trackio | 7.1 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 9 | MegEngine | 7.0 | Free plan | Free | Android, iOS, Linux, Mac, self-hosted, Windows |
| 10 | Ray Train | 7.0 | Free plan | Free | Linux, Mac, self-hosted, Windows |
| 11 | HPE Morpheus VM Essentials Software | 6.9 | No | $50/mo | Linux, self-hosted, Web |
| 12 | DeepSpeed | 6.7 | Free plan | Free | Linux, Mac, self-hosted |
| 13 | Lightning AI Studios | 6.7 | Free plan | — | API, Web |
| 14 | PyTorch | 6.5 | No | — | Android, API, iOS, Linux, Mac, self-hosted, Windows |
| 15 | Valohai | 6.5 | No | — | API, Linux, self-hosted, Web |
| 16 | Keras | 6.3 | No | — | Linux, Mac, Windows |
| 17 | PaddlePaddle | 6.3 | No | — | API, Linux, Mac, self-hosted, Windows |
| 18 | tinygrad | 6.1 | No | — | Linux, Mac, Windows, Web |
| 19 | Apache SINGA | 6.0 | No | — | Linux, Windows, Mac |
| 20 | Caffe | 6.0 | No | — | Linux, Mac, Windows |
Make your platform an alternative to Ludwig
See the priceThe sponsored alternative slot on this page is labelled and never changes the order above.
Questions about Ludwig alternatives
What is the best alternative to Ludwig?
NVIDIA Triton Inference Server, number 1 in deep learning software with a score of 7.5 out of 10. The others here: ONNX Runtime, Amazon SageMaker Autopilot, Paperspace Gradient and 16 more.
What is the best free alternative to Ludwig?
NVIDIA Triton Inference Server 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. Paid placements never change a rank.