OpenAI builds and deploys advanced AI models like GPT-4o for autonomous agents and workflows.
SambaNova

About SambaNova
SambaNova provides a disaggregated AI inference platform designed for agentic workloads, combining SN50 Reconfigurable Dataflow Units (RDUs), GPUs, and OpenAI-compatible APIs to deliver fast, energy-efficient inference at scale. The platform enables developers to switch between frontier models, deploy custom checkpoints, and operate via SambaOrchestrator, which handles autoscaling, load balancing, monitoring, and lifecycle management across clusters or sovereign facilities. Teams can migrate existing OpenAI API calls by simply changing the endpoint, bundling prompts, and iterating on models without rewriting application code or retraining pipelines. The architecture supports multi-agent workflows, high-throughput code generation, and retrieval-augmented applications while maintaining consistent latency and predictable cost per token. Cloud platforms, SaaS providers, and enterprise IT teams can standardize on a single inference layer while retaining model choice and data-center control, while governments and regulated sectors benefit from sovereign deployments that keep workloads within national boundaries. The platform is built for engineering teams building assistants, coding tools, and AI agents that require scalable, low-latency performance without sacrificing flexibility or efficiency.
SambaNova Systems
Palo Alto, United States · Founded 2017
- Founders
- Kunle Olukotun, Christopher Ré, Rodrigo Liang
- Founded
- 2017
- Headquarters
- Palo Alto, United States
Key features
- OpenAI-compatible APIs for seamless migration and model switching
- SN50 RDU-based disaggregated inference for high throughput and tokens-per-watt
- SambaOrchestrator for autoscaling, load balancing, and lifecycle management
- Support for frontier models like Llama, DeepSeek, MiniMax, and gpt-oss-120b
- Bring-your-own-checkpoints for private or fine-tuned enterprise models
- Tiered memory and dataflow architecture for efficient agentic workloads
- Multi-rack and sovereign deployment options with policy-driven control
- Predictable latency and cost per token for production-grade applications
Use cases
- Building low-latency chat assistants with consistent performance and cost control
- Deploying multi-agent workflows coordinating RDUs and GPUs across data centers
- Running high-throughput code generation and evaluation with frontier models
Pros
- Disaggregated inference architecture for scalable, high-throughput AI workloads
- OpenAI-compatible APIs enabling seamless migration of existing applications
- Energy-efficient dataflow processing with three-tier memory architecture
- Sovereign AI deployments for regulated sectors and government use cases
- Hardware-software co-design with SambaRack SN50 optimized for agentic inference
Cons
- Requires on-premises or sovereign data center infrastructure for full capabilities
- Complexity in managing multi-model, multi-agent workflows across clusters
- Limited public pricing transparency for enterprise deployments
Frequently asked questions about SambaNova
What is SambaNova's inference platform designed for?
SambaNova's platform is designed for agentic AI workloads, enabling high-throughput inference at scale with energy efficiency and low latency.
Who should use SambaNova's platform?
The platform suits enterprise IT teams, cloud providers, SaaS developers, and government sectors requiring scalable, sovereign, or high-performance AI inference.
How does SambaNova handle model deployment and management?
SambaOrchestrator automates autoscaling, load balancing, monitoring, and lifecycle management across clusters or sovereign facilities.
Can I migrate existing OpenAI API applications to SambaNova?
Yes, SambaNova provides OpenAI-compatible APIs, allowing applications to switch endpoints with minimal code changes.
What hardware does SambaNova offer for inference?
SambaNova offers SambaRack systems, including SN40 for low-power inference and SN50 for fast agentic workloads, powered by RDU chips.
Does SambaNova support sovereign AI deployments?
Yes, SambaNova enables sovereign AI deployments in national data centers, ensuring data governance and compliance.
SambaNova Website Engagement
Last Update: 10 days ago
Monthly Traffic
Traffic Sources
Traffic Share By Country
- United States25.7%
- India17%
- Russia8.5%
- Brazil3.2%
- Turkey3.1%