What SambaNova does
SambaNova is an AI infrastructure company focused on high-speed inference for large language models and agentic AI workloads. It designs purpose-built hardware and a supporting software stack to run frontier-scale models efficiently, emphasizing throughput and power efficiency for enterprise and inference-provider deployments.
Key capabilities
The core technology is SambaNova's Reconfigurable Dataflow Unit (RDU), a processor architecture built for AI inference, paired with a dataflow design and a multi-tier memory system aimed at maximizing tokens per watt. The product family includes SambaCloud (managed inference), SambaStack (an integrated chips-to-model system), and SambaRack (physical inference systems). The architecture can switch between multiple frontier-scale models on a single node to support complex agentic workflows.
Who it's for
SambaNova targets inference providers and cloud platforms, sovereign AI and data-center operators, enterprise developers, and public-sector organizations. It competes on inference speed and energy efficiency as an alternative to GPU-based stacks for organizations deploying generative and agentic AI at scale.