SambaNova is a purpose-built AI infrastructure company focused on high-speed, energy-efficient inference for large and agentic AI workloads. Its platform combines proprietary silicon, system design, and software to run open-source and customer-selected models with lower data-movement overhead than general-purpose accelerator environments.
The company serves organizations that want flexible deployment options across cloud, on-premises, managed, and sovereign environments. SambaNova centers its offering on its Reconfigurable Dataflow Unit and Dataflow Architecture, then packages that foundation into developer-accessible cloud services, turnkey rack systems, orchestration software, and managed deployments for production AI inference.
Offerings, Capabilities, and Integrations
SambaNova delivers an inference stack that spans APIs, orchestration, infrastructure, and managed operations. Its capabilities include fast inference for large-model and agentic workloads, support for model bundling and rapid model switching, autoscaling, load balancing, monitoring, and deployment flexibility across hosted, on-premises, hybrid, and sovereign environments. The platform also supports customer checkpoints alongside leading open-source models.
For developers and platform teams, SambaNova emphasizes portability and integration speed. Its APIs are OpenAI-compatible, and its documented ecosystem includes integrations with tools and frameworks such as Hugging Face, LangChain, LlamaIndex, LiteLLM, Haystack, CrewAI, Cline, Gradio, Vercel, and AI Suite. SambaNova also supports enterprise connectivity and procurement paths through services such as AWS PrivateLink and major cloud marketplaces, while positioning data privacy, model ownership, and secure deployment as core operating principles.
Products and Services
- SambaCloud: Cloud-based AI inference service that provides fast access to large open-source models through OpenAI-compatible APIs and developer tooling.
- SambaStack: Full-stack AI inference platform for dedicated hosted or on-premises deployments, combining hardware, software, and model operations for production workloads.
- SambaManaged: Fully managed inference cloud deployed from a customer’s own data center, designed to accelerate launch without requiring deep in-house AI infrastructure expertise.
- SambaRack: Turnkey rack-level AI system that integrates hardware, networking, and software to run large-model inference in existing data center environments.
- Reconfigurable Dataflow Unit (RDU): SambaNova’s purpose-built AI inference processor, designed around a three-tier memory approach to improve speed, throughput, and efficiency.
- Dataflow Architecture: SambaNova’s hardware architecture for mapping AI workloads as a streaming pipeline, reducing memory bottlenecks and improving tokens-per-watt.
- SambaOrchestrator: Orchestration layer for managing AI workloads across data centers, including deployment management, autoscaling, monitoring, load balancing, and server operations.
- SN50 RDU: Fifth-generation RDU designed for agentic inference and multi-model execution, with higher compute and network capability than earlier generations.
Target Customers
SambaNova targets developers, enterprise AI teams, and platform operators that need fast inference on large open-source models without rebuilding existing applications. Its offerings fit organizations deploying copilots, coding assistants, voice interfaces, retrieval-augmented applications, and agentic workflows that depend on low latency, high throughput, and flexible API integration.
It also serves government and public-sector organizations, sovereign AI operators, inference service providers, and data center operators that need private or nationally bounded AI infrastructure. In addition, SambaNova addresses research organizations and scientific computing environments that want to run demanding foundation-model and deep learning workloads with strong performance and energy efficiency.
Cloud Integrations and Marketplace
- AWS Marketplace: SambaCloud is available through AWS Marketplace, giving customers a streamlined procurement path and consolidated billing through their AWS account.
- Azure Marketplace: SambaNova Cloud is listed on Microsoft Azure Marketplace, extending cloud-based procurement and deployment access through the Azure ecosystem.
- AWS PrivateLink: SambaNova supports private connectivity from AWS environments to SambaCloud through AWS PrivateLink for low-latency, non-public network access.
Key People
- Rodrigo Liang: Co-Founder & CEO
- Lip-Bu Tan: Chairman
- Clyde Hosein: President & COO
- Kunle Olukotun: Co-Founder & Chief Technologist
- Abhi Ingle: Chief Product & Strategy Officer
- Harry Ault: Chief Revenue Officer
- Christopher Ré: Co-Founder
- Sumti Jairath: Chief Architect
- Penny Li: Senior Vice President, VLSI
- Dan Horwood: General Counsel
Key Facts
- Headquarters: Palo Alto, California, United States
- Employees: 201-500
- Annual Revenue: $100M-$250M
- Parent Company: None
- Subsidiaries: None
- Publicly Listed: Private
Analyst Recognitions
- Gartner: 2021 Gartner Cool Vendors in AI Semiconductors — Cool Vendor.
- Everest Group: Everest Group AI Top 50 2024 — Ranked #32.
