Cerebras

Cerebras

Cerebras is an AI inference platform built on wafer-scale chips, offering developers and enterprises high-speed LLM inference, fine-tuning, and training via an OpenAI-compatible API.

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Last Updated Oct 22, 2026
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About

Cerebras is an AI compute company that provides fast large language model inference through hardware built around its Wafer-Scale Engine, a chip far larger than a standard GPU. Its CS-4 rack-scale system is designed to deliver inference speeds the company states can reach up to 30 times faster than GPU-based systems, making it suitable for latency-sensitive applications such as coding assistants, autonomous agents, and real-time voice conversations.

The Cerebras platform, Cerebras Inference, lets developers serve open and frontier models through an API that is compatible with the OpenAI API format, so existing applications can often switch over with minimal code changes. Based in Sunnyvale, California, Cerebras also offers fine-tuning and pre-training on the same platform, along with cloud, dedicated, and on-premise deployment options. OpenAI's GPT-5.6 Sol is available in an Ultrafast mode on Cerebras at up to 750 tokens per second, and the company partners with organizations including AMD, Lovable, and Meta.

Key Features

High-speed inference on wafer-scale hardware: The Cerebras CS-4 system uses the Wafer-Scale Engine to deliver up to 30x faster inference than GPUs, according to the company's benchmark disclosures.
OpenAI-compatible API: Developers can get started in under 30 seconds by pointing existing OpenAI-format API code at Cerebras endpoints.
Model catalog: The platform serves models including GPT-5.6 Sol Ultrafast, Qwen 3.8 27B, Kimi K2.6, and Codex-Spark, with the lineup updated regularly.
Train, fine-tune, and serve on one platform: Users can start with inference, then fine-tune or pre-train models on their own data for domain-specific use cases.
Flexible deployment options: Models can run in the public cloud, on dedicated capacity, or fully on-premise, with inference kept in-region to support data residency and compliance needs.
Partner integrations: Cerebras Inference is accessible through AWS Marketplace, OpenRouter, Hugging Face, and Vercel.
Agent and coding workflows: Low-latency token generation supports multi-step agents, instant code editing, sub-second reasoning, and responsive voice interactions.

Pricing & Fees

  • Pricing: Not publicly listed on the pages we reviewed; check the official site for current plans. Cerebras does publish tiered inference pricing, including a free developer tier, but specific per-token rates are not included in the material reviewed.
  • Free trial and promotional credit: Developers can add a payment method to receive a one-time $5 promotional credit, which expires 30 days after activation and is intended for development and experimentation rather than production use.
  • Production-grade availability: The platform is used by cloud service providers and enterprises, with dedicated and on-premise options available by agreement.

Who It's For

Cerebras is aimed at AI application developers, ML engineers, and enterprise platform teams building latency-sensitive products. Typical use cases include coding copilots that need instant responses, multi-step AI agents that cannot afford timeouts, deep-search and analysis tools requiring sub-second reasoning, and voice assistants that depend on immediate answers. Organizations in healthcare, pharmaceuticals, and financial research, including customers like Mayo Clinic, GSK, and AlphaSense, use the platform for applications such as research agents and clinical decision support. Companies needing in-region deployment for compliance can use dedicated or on-premise options.

FAQ

What is Cerebras?Cerebras is an AI compute company that runs fast large language model inference on its Wafer-Scale Engine hardware, offering up to 30x faster inference than GPUs according to its benchmark disclosures.

Is there a free tier or trial?Yes, Cerebras offers a free developer tier for evaluation and experimentation, and adding a valid payment method grants a one-time $5 promotional credit that expires 30 days after activation.

Which platforms and integrations does Cerebras support?Cerebras Inference is accessible through AWS Marketplace, OpenRouter, Hugging Face, and Vercel, and its API is drop-in compatible with the OpenAI API format.

How does Cerebras compare to GPU clouds?Cerebras states its wafer-scale systems deliver up to 30x faster inference than GPU-based systems, though the company notes results vary by workload, configuration, and model; it also positions itself as competitive on price-performance.

Can Cerebras help with data residency and compliance?Yes, inference runs in-region, and the platform offers dedicated and on-premise deployment options intended to support data residency obligations and compliance frameworks.