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
- Together AI8.9
- DeepInfra8.8
- Fireworks AI8.8
- Baseten8.6
Visit cerebras.ai · Questions or corrections: editorial@toptooladvisor.com