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SambaNova

About SambaNova

SambaNova provides AI inference infrastructure built around a proprietary chip and architecture. The company designs its own chips, racks, systems, compiler and orchestration software and delivers them as a platform. The platform provides APIs for AI inference that are compatible with OpenAI's API format.

Products

  • SambaRack: Hardware platform set up in data centers to run AI inference workloads.
  • SambaRack SN50: Fifth-generation system optimized for agentic inference running large models.
  • SambaRack SN40-16: Fourth-generation platform optimized for low power inference that runs many models simultaneously.
  • SambaOrchestrator: Software that manages AI workloads across data centers, including scaling and monitoring.
  • RDU (Reconfigurable Dataflow Unit) chip: Chip with a three-tier memory architecture and dataflow processing used for AI inference.

Used for

  • Running AI inference workloads in data centers
  • Porting applications to use SambaNova's API
  • Switching between model bundles at inference time
  • Processing tokens in a private cloud
  • Running agentic AI workflows end-to-end on one node

Who it is for

  • Neocloud operators
  • Enterprises
  • Governments
  • Regulated industries

From SambaNova's own website, read 2026-10-24. How we build listings.

How to evaluate LLM Infrastructure & APIs

This is how the CIOPages Research Team evaluates this category. It is not an assessment of SambaNova. It comes from our Generative AI & LLM Platforms buyer guide.

25%
Model Capability & Task Fit
Reasoning and instruction-following on your tasks (not public leaderboards), multimodal coverage (text, image, audio, video) where you need it, context-window length for your documents, breadth of the model menu (frontier, mid, small), and measured quality on a held-out set of your real prompts
20%
Deployment, Data Residency & Governance
Where inference physically runs (multi-tenant API, your VPC, on-prem, air-gapped), explicit no-training-on-your-data and retention commitments, regional residency, SOC 2 / ISO 27001 / HIPAA / FedRAMP and EU AI Act alignment, and DLP, content filtering, and full prompt/response audit logging
15%
Build & Customization Tooling
First-class retrieval-augmented generation and grounding, managed fine-tuning and (where relevant) continued pre-training, an integrated evaluation and regression-testing harness, prompt/version management, and native or tightly integrated vector search over your corpora
15%
Agentic & Orchestration Readiness
Reliable tool/function calling, support for open agent protocols (MCP, A2A), a managed agent runtime with memory and state, multi-agent orchestration, and guardrails — permissions, human-in-the-loop checkpoints, and step-level tracing for autonomous workflows
15%
Portability & Lock-in Risk
How model-agnostic the API is, whether multiple model families are reachable through one interface, the real cost of swapping providers (prompt, tool-schema, and eval rework), reliance on open standards, and whether you can take fine-tuned weights or your data with you on exit
10%
Cost, Throughput & Operability
Token economics at your projected volume, batch and provisioned-throughput options, prompt-caching support, rate limits and quota headroom for production, p95 latency under load, regional availability and uptime SLAs, and built-in usage, cost, and quality observability

CIOPages put this listing together from public sources. It’s information, not an endorsement. How we build listings. Work here? Claim this listing or .

Quick Facts

sambanova.ai
CategoryAI & ML Platforms
SubcategoryLLM Infrastructure & APIs
DeploymentOn-premises, Cloud

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