Start Building
Try It Now
Contact Us Start Building
Inference Providers

Differentiate your AI infrastructure with agentic inference

Efficient, fast & scalable inference

Agentic AI is creating new challenges for inference service providers. Instead of just singular LLM chat requests, agents now require several requests and access to a variety of tools to successfully turn insights into actions.

Powered by reconfigurable dataflow unit (RDU) chips, SambaStack is purpose-built for agentic inference at scale. The unique combination of high-speed inference with high throughput delivers exceptional total cost of ownership (TCO).

SambaNova SN50 Blog 02.1

Upgrade your neo-cloud

Fast tokens for higher margins

Many agents today can run for hours before completing tasks. Developers want these agentic loops to take a fraction of the time and are willing to pay a premium to get results faster.

The challenge for inference service providers is having the ability to provide tokens fast enough for these agents and cost effective to better monetize their data center.

Delivering fast tokens is a data movement problem that SambaNova has solved. Agentic inference in the "goldilocks zone" can be part of your data center to bring both fast tokens for agents and higher margins for inference service providers.

More on RDUs -->

Support for the largest models

The most intelligent models are trillions of parameters. SambaRack SN50 RDUs are able to scale up to 256 networked accelerators. As a result, they can support models up to 10 trillion parameters or up to 10 million context lengths.

More on SambaRack
rack-row-v1
Chart - Inference AP1 - v2.0

RDUs + GPUs co-exist

SambaRack systems are managed seamlessly with SambaStack, the leading hardware and software stack for AI inference. With SambaStack, models are orchestrated across your fleet of SambaRack systems to deliver a standard API end-point on which to run your AI workloads.

SambaStack can also complement your existing GPUs and orchestrate with your existing Kubernetes and inference platforms.

More on SambaStack -->

Related resources

Inference Speed or Throughput? With RDUs, You Don't Have to Choose
Blog

Inference Speed or Throughput? With RDUs, You Don't Have to Choose

January 15, 2026
SambaNova Launches First Turnkey AI Inference Solution for Data Centers, Deployable in 90 Days
News

SambaNova Launches First Turnkey AI Inference Solution for Data Centers, Deployable in 90 Days

July 7, 2025
SambaNova Launches its AI Platform in AWS Marketplace
News

SambaNova Launches its AI Platform in AWS Marketplace

May 29, 2025

Designed for existing data centers

Most of the world’s data centers today are air-cooled. Data movement running AI workloads can be a power intensive and costly operation.

SambaNova’s unique Dataflow Architecture minimizes memory movement on its RDU chip. This energy-saving design allows SambaRack systems to operate within nearly all air-cooled data centers.

As a result, SambaRack systems are the only solution for power-constrained AI data centers around the world. It is one of the many reasons sovereign AI inference service providers choose SambaNova.

More on sovereign AI -->

Find out how SambaNova can help your business