- Stars
- 67,933
- License
- Apache-2.0
- Last commit
- 1 day ago
PythonActive
Best Model Serving & Inference Platforms Tools
Explore leading tools in the Model Serving & Inference Platforms category, including open-source options and SaaS products. Compare features, use cases, and find the best fit for your workflow.
10+ open-source projects · 5 SaaS products
Top open-source Model Serving & Inference Platforms
These projects are active, self-hostable choices for knowledge management teams evaluating alternatives to SaaS tools.
Ray
Scale Python and AI workloads from laptop to cluster effortlessly
- Stars
- 40,894
- License
- Apache-2.0
- Last commit
- 1 day ago
PythonActive
SGLang
High‑performance serving framework for LLMs and vision‑language models.
- Stars
- 22,604
- License
- Apache-2.0
- Last commit
- 1 day ago
PythonActive
TensorRT LLM
Accelerated LLM inference with NVIDIA TensorRT optimizations
- Stars
- 12,689
- License
- —
- Last commit
- 1 day ago
PythonActive
- Stars
- 12,054
- License
- Apache-2.0
- Last commit
- 1 day ago
PythonActive
Triton Inference Server
Unified AI model serving across clouds, edge, and GPUs
- Stars
- 10,253
- License
- BSD-3-Clause
- Last commit
- 1 day ago
PythonActive
Recently updated
1 day ago
High‑throughput LLM serving with PagedAttention, quantization, and multi‑hardware support, offering an OpenAI‑compatible API and seamless Hugging Face integration.
Popular SaaS Platforms to Replace
Understand the commercial incumbents teams migrate from and how many open-source alternatives exist for each product.
Amazon SageMaker
Fully managed machine learning service to build, train, and deploy ML models at scale
Model Serving & Inference Platforms
Alternatives tracked
15 alternatives
Anyscale
Ray-powered platform for scalable LLM training and inference.
Model Serving & Inference PlatformsModel Training & Fine-Tuning Platforms
Alternatives tracked
15 alternatives
BentoML
Open-source model serving framework to ship AI applications.
Model Serving & Inference Platforms
Alternatives tracked
15 alternatives
Fireworks AI
High-performance inference and fine-tuning platform for open and proprietary models.
Model Serving & Inference PlatformsModel Training & Fine-Tuning Platforms
Alternatives tracked
15 alternatives
Modal Inference
Serverless GPU inference for AI workloads without managing infra.
Model Serving & Inference Platforms
Alternatives tracked
15 alternatives
Most compared product
10+ open-source alternatives
Amazon SageMaker is a fully managed machine learning service that enables developers and data scientists to build, train, and deploy ML models at scale. It provides a suite of tools including hosted Jupyter notebooks, automated model tuning, one-click training on managed infrastructure, and endpoints for real-time deployment, streamlining the entire ML workflow from data preparation to production model hosting.
Leading hosted platforms
Frequently replaced when teams want private deployments and lower TCO.
Explore related categories
Discover adjacent niches within Model Serving & Inference Platforms.