
SambaNova Systems: AI Inference Platform and Hardware
SambaNova helps software companies and enterprises deploy large language models with high token throughput. It is designed for teams requiring specialized hardware for agentic AI workflows or sovereign data control.
At a glance
- Category
- Software Development
- Best for
- Software companies, Enterprise AI developers, Government sectors, Organizations requiring data sovereignty
- Pricing
- SambaNova uses token-based pricing. Input tokens range from $0.13 to $5 per million, and output tokens range from $0.35 to $7 per million, depending on the model used.
- Key use cases
- Scalable AI Inference, Agentic AI Workflows, Voice AI, Sovereign AI Deployment
- Integrations
- CrewAI, Hugging Face, Cline, AWS
- Official website
- sambanova.ai/solutions/gpt/

SambaNova Systems is an AI inference platform that combines custom hardware, called Reconfigurable Dataflow Units (RDUs), with cloud and on-premises software. The platform is designed to run large-scale open-source models, such as Llama and DeepSeek, as an alternative to traditional GPU setups.
It is built for software developers and enterprises managing high-demand AI workloads. The system supports various deployment options, including hybrid and air-gapped environments, which may help organizations maintain data privacy and sovereignty.
The platform supports high-speed token generation and agentic AI, where multiple models can be bundled to handle complex tasks. It provides OpenAI-compatible APIs to assist developers in transitioning their applications to the platform.
Buyers should confirm their specific model requirements and token volume, as pricing is usage-based and varies by the model selected.
Key Features
Custom AI hardware utilizing a three-tier memory architecture designed for energy-efficient inference.
Supports models including DeepSeek, Llama, Qwen, and gpt-oss-120b.
Provides API endpoints that allow developers to port applications using standard OpenAI integration patterns.
Supports cloud, on-premises, and hybrid configurations, including air-gapped environments.
Tooling for monitoring and managing model deployments and automatic scaling across data centers.
A cloud-based platform for accessing inference on large open-source models.
Use Cases
Running large language models with high token throughput for enterprise applications.
Bundling multiple models on a single node to execute complex, multi-step AI tasks.
Supporting low-latency speech-to-speech and text-to-speech models for conversational agents in real time.
Maintaining data privacy by hosting AI infrastructure within national borders or private data centers.
Best For
Integrations
Pricing
SambaNova uses token-based pricing. Input tokens range from $0.13 to $5 per million, and output tokens range from $0.35 to $7 per million, depending on the model used.
FAQ
SambaNova is an AI platform that provides custom hardware (RDUs) and cloud services (SambaCloud) designed for AI inference on large open-source models.
Pricing is usage-based and depends on the model. Input tokens cost between $0.13 and $5 per million, while output tokens cost between $0.35 and $7 per million.
Yes, the platform supports cloud, on-premises, and hybrid deployments, including air-gapped environments for organizations with data privacy requirements.
Source category: Software Development
Source subcategory: AI Infrastructure