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Review · AI tools

Cerebras review

Cerebras Inference runs open models on wafer-scale hardware, with a self-serve Developer tier and Enterprise capacity by quote.

By the TopToolAdvisor research desk · Updated November 12, 2026

Features (35%)
7.4
Ease of use (35%)
8.9
Value (30%)
8.0

Cerebras is the speed specialist. Its docs list about 3,000 tokens per second for gpt-oss-120B and about 1,850 for Qwen 3.8 27B, which is the highest documented output speed in this list. The self-serve Developer tier is pay as you go, with gpt-oss-120B at $0.35 per 1M input tokens and $0.75 per 1M output tokens, and a one-time $5 promotional credit when you add a payment method. Rate limits are generous on the paid tier at 1K requests and 1M input tokens per minute, while the free trial is capped at 5 requests per minute and 1M tokens a day. The catch is scope: only two models are available self-serve, and Cerebras describes the Developer tier as meant for development and evaluation, with production capacity, priority and custom weights on the quote-based Enterprise tier. Per token it costs more than GPU-based rivals for the same model.

Who it is for

Apps that need the highest tokens per second on gpt-oss-120B

Price

Self-serve pay as you go with a one-time $5 promotional credit; gpt-oss-120B at $0.35 per 1M input tokens and $0.75 per 1M output tokens.

Pricing: $0.35 per million input tokens, $0.75 per million output tokens.
Quoted from the vendor pricing page on November 12, 2026.

Key features

  • About 3,000 tokens per second on gpt-oss-120B and about 1,850 on Qwen 3.8 27B, per Cerebras docs
  • OpenAI-compatible chat completions plus a Cerebras Python and Node.js SDK
  • Batch, predicted outputs and service tiers documented, some as preview features
  • Enterprise tier with production capacity, higher rate limits and fine-tuning by agreement
  • Also available through AWS Marketplace, OpenRouter, Hugging Face and Vercel

Strengths and weaknesses

  • Strength: Fastest documented output speed in this list on gpt-oss-120B
  • Strength: One-time $5 promotional credit when you add a payment method, valid 30 days
  • Strength: No automatic enrollment in paid usage when the credit runs out
  • Weakness: Only two models on the self-serve Developer tier: GPT OSS 120B and Qwen 3.8 27B
  • Weakness: Cerebras says the Developer tier is not intended for production use
  • Weakness: gpt-oss-120B costs more than on Together AI, Fireworks AI, Groq or Baseten

Key facts

  • gpt-oss-120B: $0.35 input, $0.75 output per 1M tokens, about 3,000 tokens per second
  • Free trial limits: 5 requests per minute, 1M tokens per day
  • Developer tier limits: 1K requests per minute, 1M input tokens per minute
  • Enterprise: Contact Cerebras for a quote

Where it ranks

Cerebras is No. 6 in our Best AI Inference Platforms verdict.

Alternatives we scored

Visit cerebras.ai · Questions or corrections: editorial@toptooladvisor.com