# SGLang vs ZenML — Fit & Features

Canonical: https://trutool.co/compare/sglang-vs-zenml
Author: Snehil (https://trutool.co/authors/snehil)

Compare SGLang and ZenML by use case, features, limitations, and evaluation questions.

## Compare fit, features, and limitations

### SGLang
Serve generative models with a high-performance inference framework.
Best fit: Machine learning teams building, serving, and operating model workloads.
- Model serving
- Inference optimization
- API integration
Before you choose: Benchmark your workload, verify model licenses and hardware requirements, and compare inference, hosting, and storage costs.
Pricing: https://docs.sglang.io/
- [Read SGLang profile](https://trutool.co/tools/sglang): Read SGLang profile

### ZenML
Build reproducible machine learning pipelines across supported infrastructure.
Best fit: Machine learning teams building, serving, and operating model workloads.
- ML pipelines
- Artifact tracking
- Infrastructure integrations
Before you choose: Benchmark your workload, verify model licenses and hardware requirements, and compare inference, hosting, and storage costs.
Pricing: https://www.zenml.io/pricing
- [Read ZenML profile](https://trutool.co/tools/zenml): Read ZenML profile