SambaNova

SambaNova

SambaNova provides a full-stack AI platform for high-performance, cost-efficient inference. Its core innovation is the Reconfigurable Dataflow Unit (RDU) chip and SambaRack system, designed to run massive models like DeepSeek-V3 and GPT-oss-120B with optimized throughput and energy efficiency. The platform includes cloud services (SambaCloud), on-premise infrastructure (SambaStack, SambaRack), and an orchestration layer for model management and scaling. Targeted at developers, enterprises, and governments needing to deploy large language models for agentic workflows, sovereign AI, or high-throughput applications. It offers OpenAI-compatible APIs for easy migration and emphasizes a complete, integrated stack from chip to application.

Automation
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Added on
Sep 21, 2026
Custom RDU chipsDataflow architectureOpenAI compatible APIsSovereign AI focusAgentic inference
Product information

Everything worth knowing about SambaNova

The complete picture — from everyday features to the technical detail builders and IT folks dig for.

Core features

What it actually does

OpenAI Compatible APIs
Simple-to-integrate APIs for AI inference that are OpenAI compatible, allowing you to port applications to SambaNova in minutes.
Auto Scaling & Orchestration
SambaOrchestrator simplifies managing AI workloads, providing auto-scaling, load balancing, monitoring, and model management across data centers.
Sovereign AI Infrastructure
Deploy top-tier AI performance within national borders via a network of sovereign AI data center partners, keeping data secure and governed.
Run Frontier Models
Access and run the largest open-weight models (like DeepSeek and Llama) optimized for the platform without per-model engineering.
Technical capabilities
Reconfigurable Dataflow Unit (RDU) Chips
Custom AI chips with a unique three-tier memory architecture and dataflow processing for faster inference and lower power consumption.
Dataflow Architecture
Processes AI model layers (RMSNorm, Attention, FFN) via a dataflow graph on PMU/PCU hardware for high efficiency.
Must watch videos
The Future of AI Isn't Training. It's Inference | SambaNova x Forbes
11:44
Tutorial11:44
The Future of AI Isn't Training. It's Inference | SambaNova x Forbes
The AI industry is entering a new phase. As AI adoption accelerates, the challenge is no longer just training models—it's running them efficiently, reliably, and fast enough to power the next generation of agentic applications. When Forbes visited SambaNova's headquarters in San Jose, the conversation quickly became about more than chips. It became a discussion about the future of AI infrastructure, the growing demand for inference, and why speed, efficiency, and power consumption may determine the next winners in artificial intelligence. In this feature, hear from: • Rodrigo Liang, CEO & Founder of SambaNova • Dharmesh Thakker, General Partner at Battery Ventures • SambaNova engineering and product leaders Topics include: ✅ Why AI is shifting from training to inference ✅ The growing power and data center bottleneck facing the industry ✅ What "premium inference" means and why it matters ✅ How agentic AI changes infrastructure requirements ✅ The role of AI accelerators alongside CPUs and GPUs ✅ Why speed is becoming a competitive advantage in AI ✅ The future of enterprise AI deployment As Rodrigo Liang explains: "It's much lower power, much smaller footprint, and it's faster than anybody else. What's not to like?" Learn more about SambaNova and our AI inference platform: https://sambanova.ai/ #AI #Inference #AgenticAI #ArtificialIntelligence #DataCenters #MachineLearning #Semiconductors #NVIDIA #EnterpriseAI #sambanova Timestamps 00:00 What does machine learning actually want? 00:21 The AI boom's multitrillion-dollar bottleneck 01:06 Why existing hardware can't keep up 01:39 NVIDIA's dominance and the rise of inference 02:16 Enter SambaNova Systems 02:41 Training vs. inference explained 03:45 Why memory—not compute—is the new bottleneck 04:44 Inside SambaNova's SN50 architecture 05:33 The rise of premium inference 06:29 Why speed is becoming a proxy for intelligence 07:06 MiniMax benchmark: SambaNova vs. NVIDIA GPUs 08:08 AI's growing power and data center crisis 09:36 Air cooling vs. high-density AI infrastructure 11:06 Deploying AI in existing enterprise data centers
Make: Automate AI Workflows with SambaNova AI
5:12
Tutorial5:12
Make: Automate AI Workflows with SambaNova AI
Use SambaNova AI in Make to accelerate workflow automations with generative AI. The SambaNova AI app for Make includes three modules that enable: • Text chat completions • Function calling • Image understanding • Audio transcription and translation • Text embeddings for retrieval and RAG workflows These modules allow Make workflows to call SambaNova APIs directly, connecting open-source AI models with thousands of apps and real-world automation use cases. Start building faster, AI-powered workflows with the SambaNova AI app in Make: https://docs.sambanova.ai/docs/en/integrations/make
The AI Hardware Podcast S2E4 // Groq, Etched, Taalas, SambaNova
47:01
Tutorial47:01
The AI Hardware Podcast S2E4 // Groq, Etched, Taalas, SambaNova
In this episode, we tackle the "Holy Grail" of current markets: LLM inference at data center scale. Recorded as a technical time capsule just before the news of NVIDIA’s acquisition of Groq broke on Christmas Eve 2025, we dive into the architectural reality of the Groqchip 1 and its 230MB of on-chip SRAM. The conversation explores the polarizing "bet" being made by Etched with their transformer-only Sohu ASIC, the enterprise-grade CGRA approach from SambaNova, and the stealthy "FPGA wizards" at Positron who are already claiming to outperform Hopper systems with high-utilization Intel silicon. Full link to playlist: https://www.youtube.com/playlist?list=PLpZKwgOOdKTp5k4Aeq3bGNUtTbxhHDhdT Want to see more from Sally? Check out her recent industry coverage on EE Times: https://www.eetimes.com/author/sally-ward-foxton/?utm_source=ian_youtube&utm_medium=social&utm_campaign=aihardwareshow Stay up to date on the latest news in the electronics industry with the EE Times newsletter. Subscribe Now: https://aspencore.dragonforms.com/loading.do?version=0&page=1&omedasite=EET_Subscribe_2025&pk=aihardwareshow [00:00] The Time of NVIDIA Killers [01:40] Groq [12:22] Etched [19:37] Neuchips [24:14] SambaNova [31:48] Taalas [38:40] Positron ----------------------- Need POTATO merch? There's a chip for that! http://merch.techtechpotato.com http://more-moore.com : Sign up to the More Than Moore Newsletter https://www.patreon.com/TechTechPotato : Patreon gets you access to the TTP Discord server! Follow Ian on Twitter at http://twitter.com/IanCutress Follow TechTechPotato on Twitter at http://twitter.com/TechTechPotato If you're in the market for something from Amazon, please use the following links. TTP may receive a commission if you purchase anything through these links. Amazon USA : https://geni.us/AmazonUS-TTP Amazon UK : https://geni.us/AmazonUK-TTP Amazon CAN : https://geni.us/AmazonCAN-TTP Amazon GER : https://geni.us/AmazonDE-TTP Amazon Other : https://geni.us/TTPAmazonOther Ending music: https://www.youtube.com/watch?v=2N0tmgau5E4 ----------------------- Welcome to the TechTechPotato (c) Dr. Ian Cutress Ramblings about things related to Technology from an analyst for More Than Moore #techtechpotato ------------ More Than Moore, as with other research and analyst firms, provides or has provided paid research, analysis, advising, or consulting to many high-tech companies in the industry, which may include advertising on the More Than Moore newsletter or TechTechPotato YouTube channel and related social media. The companies that fall under this banner include AMD, Applied Materials, Arm, Armari, ASM, Ayar Labs, Baidu, Bolt Graphics, Dialectica, Facebook, GLG, Guidepoint, IBM, Impala, Infineon, Intel, Kuehne+Nagel, Lattice Semi, Linode, MediaTek, NeuReality, NextSilicon, NordPass, NVIDIA, ProteanTecs, Qualcomm, Recogni, SiFive, SIG, SiTime, Supermicro, Synopsys, Tenstorrent, Third Bridge, TSMC, Untether AI, Ventana Micro.

Who uses it

Real use cases, no hype
High-Volume LLM Inference
Serve massive user bases with low-latency, cost-efficient token generation at scale.
Agentic AI Workflows
Run complex, multi-model agent systems end-to-end on a single, powerful node.
Sovereign AI Deployment
Deploy national-scale AI infrastructure with data residency and top-tier performance.
Enterprise AI Cost Optimization
Replace expensive GPU clusters with higher-throughput, lower-power inference for immediate ROI.
Rapid Model Prototyping
Quickly test and deploy open-weight models via simple, OpenAI-compatible APIs.
What's great
  • 10x lower inference cost claims with fast payback
  • Runs large frontier models (e.g., MiniMax M2.7, DeepSeek) efficiently
  • OpenAI-compatible APIs simplify migration
  • Agentic AI workflows on a single node via flexible infrastructure
Technical strengths
  • Dataflow architecture with three-tier memory for optimized token throughput
  • SN50 RDU optimized for low-power, high-throughput decode latency
  • Hardware-software co-design (SambaRack, SambaOrchestrator) for integrated stack
Where it falls short
  • Specialized RDU hardware not widely available yet
  • Vendor lock-in risk with proprietary dataflow architecture
  • Ecosystem and community smaller than NVIDIA/CUDA
Technical limitations
  • Complex setup for on-prem SambaRack deployments
  • Limited model support compared to GPU-based clouds
  • Requires understanding of dataflow programming model
For technical folks

The deep-dive specs

FAQ

Includes technical Q&A
The RDU's dataflow architecture and three-tier memory are purpose-built for transformer inference, maximizing tokens per watt and eliminating inefficient general-purpose compute.

Traffic Insights

Monthly Visits

—

November 2026

Growth Rate

0%

vs last month

Dominance

0%

in Automation

Top Country

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Top Countries Breakdown

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Growth Trend

Stable

Traffic has remained stable.

Pricing overview
Freemium Pricing

SambaNova Pricing

SambaNova uses a freemium pricing structure. Real-time rates, custom enterprise quotas, and plan details are managed directly on their official platform.

Check Pricing on SambaNova
Reviews

What the internet actually thinks

Data refreshed weekly. No paid placements.

Trustpilot
Not reviewed yet
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G2
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Capterra
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Product Hunt
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