Triton
Inference & Compute · Free + paid
NVIDIA's open-source inference serving software
At a glance
- Made by
- NVIDIA
- Korean
- UI in Korean
- API
- Yes
- Available on
- Windows, API
- Open source
- BSD-3-Clause
- GitHub
- 11,085 stars · BSD-3-Clause
What is Triton?
NVIDIA Dynamo-Triton (formerly Triton Inference Server) is inference serving software that deploys models from major frameworks such as TensorRT, PyTorch, ONNX, OpenVINO, Python, and RAPIDS FIL. With dynamic batching and concurrent execution, it handles real-time, batch, ensemble, and audio/video streaming workloads, and it runs on NVIDIA GPUs, non-NVIDIA accelerators, and x86 and ARM CPUs. It integrates with Kubernetes (scaling) and Prometheus (monitoring) and supports both cloud and on-premises deployment. It is available as open source on GitHub, and it is included in the paid NVIDIA AI Enterprise, which provides support and stable APIs.
- Multi-framework support including TensorRT, PyTorch, ONNX, OpenVINO, Python, and RAPIDS FIL
- Dynamic batching and concurrent model execution
- Real-time, batch, ensemble, and audio/video streaming workloads
- Runs on NVIDIA GPUs, non-NVIDIA accelerators, and x86 and ARM CPUs
- Kubernetes scaling and Prometheus monitoring integration
- Ensemble and BLS model pipelines
- Custom Python backends
- HTTP/REST and gRPC inference protocols
Who uses Triton and for what
- LLM inference serving
- Deploying large-scale inference in cloud and orchestration environments
- Serving ensemble pipelines that chain multiple models
Pricing
What you get for free — Available as open source on GitHub (no price listed); a 90-day evaluation license can be requested for the paid NVIDIA AI Enterprise
| Plan | Price | Main limits |
|---|---|---|
| NVIDIA AI Enterprise | Contact sales | Paid production product that includes Triton; price not listed, contact sales |
Checked on the official pages on 2026-10-14. Prices and features can change, so check the official site again before paying. · Official pricing page
AI tools similar to Triton (alternatives)
Triton vs. alternatives at a glance
| AI | Pricing | Combos on the map | Connected tools | Free | Cheapest monthly | Korean |
|---|---|---|---|---|---|---|
| Triton | Free + paid | 0 | 5 | No | — | Yes |
| Akash Network | Free + paid | 0 | 17 | — | — | No |
| AWS Bedrock | Free + paid | 0 | 17 | No | — | Yes |
| AWS SageMaker | Free + paid | 0 | 17 | No | — | Yes |
| Azure ML | Free + paid | 0 | 17 | No | — | Yes |
0 of these 5 tools have a free plan.
Combo and connection counts are based on the relationships recorded on AI Galaxy Map (2026-10-26); they are not a quality ranking.
Triton on AI Galaxy Map
- One of 43 AI tools in the Inference & Compute field.
- Connected to 5 other tools — #16 in its field.
Frequently asked questions
Can I use Triton for free?
Available as open source on GitHub (no price listed); a 90-day evaluation license can be requested for the paid NVIDIA AI Enterprise. Prices can change, so check the official site before paying.
What AI can I use instead of Triton?
Tools that do the same job, such as Akash Network, AWS Bedrock, AWS SageMaker, Azure ML, are connected to it on the map.
Can I use Triton in Korean?
UI in Korean
Sources (official pages)
Checked on the official pages on 2026-10-14. Prices and features can change, so check the official site again before paying.