NVIDIA offers Triton Inference Server
Open-source inference serving platform for deploying AI models from any framework on CPUs and GPUs.
Open-source inference serving platform for deploying AI models from any framework on CPUs and GPUs.
Triton Inference Server is NVIDIA's open-source platform for serving AI models at production scale. The runtime hosts models from TensorRT, TensorRT-LLM, PyTorch, TensorFlow, ONNX, OpenVINO, vLLM, and custom Python backends on a single endpoint with dynamic batching, model ensembles, and concurrent model execution.
Kubernetes operators and integrations with NVIDIA AI Enterprise, NIM microservices, and managed services on AWS, Azure, Google Cloud, and Oracle Cloud allow Triton to scale across GPU fleets. The server is the default inference layer in many enterprise AI factories.
| Attribute | Triton Inference Server | AI Model Hub | Amazon Bedrock | Azure Machine Learning | Lucebox Hub | |
|---|---|---|---|---|---|---|
| Provider | NVIDIAnvidia.com$24.1B raised · Public |  |  |  |  | |
| Founded | 1993 | 2016 | 2006 | 1975 | 2025 | |
| Sells To | Consumers, Enterprise | — | Small Business | Enterprises, Small Business | Developers | |
| Pricing Model | Licensing, Product Sales, Subscription | Usage-based | Recurring | SaaS, Transactional | Hardware Sales | |
| Ownership | Public | Private, Venture Capital | Public | Public | Privately Held |
Provider NVIDIAnvidia.com$24.1B raised · Public
Founded 1993
Sells To Consumers, Enterprise
Pricing Model Licensing, Product Sales, Subscription
Ownership Public
Provider
Founded 2016
Sells To —
Pricing Model Usage-based
Ownership Private, Venture Capital
Provider
Founded 2006
Sells To Small Business
Pricing Model Recurring
Ownership Public
Provider
Founded 1975
Sells To Enterprises, Small Business
Pricing Model SaaS, Transactional
Ownership Public
Provider
Founded 2025
Sells To Developers
Pricing Model Hardware Sales
Ownership Privately Held
