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Cerebras vs Frontiere AI: Token Pricing, Speed & Intelligence

Full comparison of Cerebras and Frontiere AI — live token pricing, latency, throughput, context window, strengths, weaknesses, and best use cases. Rates sourced from public APIs — verify before use.

Cerebras

CS-4 wafer-scale — high-throughput inference on GPT OSS 120B and Qwen 3.8 27B

Cerebras uses wafer-scale silicon (the CS-4 chip) to deliver high-throughput inference significantly faster than conventional GPU systems. The Developer tier provides self-serve access; Enterprise tier adds production capacity, custom model weights, fine-tuning, and dedicated support. Available on AWS Marketplace, OpenRouter, HuggingFace, and Vercel. Check cerebras.ai/pricing for current rates and any free-credit offers.

Voice AIReal-time chatSpeedInteractive codingStreamingAgentic workflows
Open-weight hostHosts open weights

Frontiere AI

EU sovereign AI gateway — Mistral, GLM-5.3, DeepSeek with per-model jurisdiction labels

Frontiere AI is an EU sovereign AI gateway routing requests to OVHcloud, Scaleway, Mistral, and AKI.IO infrastructure. Each model carries a per-model jurisdiction label so customers know exactly where their data is processed. Prices are in EUR per 100k tokens, VAT included, with a EUR 10 minimum top-up. Suited for European enterprises with GDPR and data residency requirements.

GDPR-compliant workloadsEU data residencyEuropean enterprise AI
Open-weight hostHosts open weights

Key metric comparison

Cheapest input ($/1M)

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Cheapest output ($/1M)

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Peak throughput

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Best latency (TTFT)

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Intelligence score

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Context window

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Live token pricing

Strengths and weaknesses

Cerebras

GPT OSS 120B: high-throughput inference on CS-4 wafer-scale silicon
Qwen 3.8 27B: fast efficient-tier inference
CS-4 chip: 58× larger than GPUs, purpose-built for AI inference
Significantly faster than conventional GPU inference — enables interactive use cases
Self-serve Developer tier — check cerebras.ai for current signup offers
Available on AWS Marketplace, OpenRouter, HuggingFace, and Vercel
Limited model selection vs. Together AI or Fireworks
No vision or multimodal support
No fine-tuning on Developer tier

Frontiere AI

EU sovereign infrastructure — OVHcloud, Scaleway, Mistral, AKI.IO
Per-model jurisdiction labels — know exactly where data is processed
EUR pricing — no currency risk for European customers
GDPR-aligned by design
EUR pricing excluded from USD cross-provider comparisons
Smaller model catalog vs global inference hubs
EUR 10 minimum top-up — not suitable for very low-volume testing

Key differentiators

Cerebras

Cerebras CS-4 wafer-scale silicon delivers high-throughput inference on GPT OSS 120B and Qwen 3.8 27B — significantly faster than conventional GPU systems, enabling real-time agentic workflows and interactive AI.

Frontiere AI

EU sovereign AI gateway with per-model jurisdiction labels, routing to OVHcloud, Scaleway, Mistral, and AKI.IO.

Frequently asked questions

Cerebras FAQs

How fast is Cerebras inference?

Cerebras delivers significantly higher throughput than conventional GPU-based providers on GPT OSS 120B and Qwen 3.8 27B, enabling real-time agentic workflows and interactive AI applications. Check cerebras.ai for current benchmark figures.

What is the Cerebras CS-4 chip?

The CS-4 is Cerebras's latest wafer-scale chip, 58× larger than a GPU. It provides 900,000+ AI cores and massive on-chip SRAM, eliminating the memory bandwidth bottleneck that limits GPU inference speed.

What models does Cerebras support?

Cerebras supports GPT OSS 120B and Qwen 3.8 27B on the Developer tier. Enterprise adds access to all models including production and preview models. Check cerebras.ai/pricing for current rates.

Frontiere AI FAQs

What is Frontiere AI?

Frontiere AI is an EU sovereign AI gateway that routes inference requests to European infrastructure (OVHcloud, Scaleway, Mistral, AKI.IO). Each model carries a jurisdiction label. Prices are in EUR per 100k tokens, VAT included. See getfrontiereai.eu for current rates.

Is Frontiere AI GDPR-compliant?

Frontiere AI routes all requests to EU-based infrastructure and provides per-model jurisdiction labels. This is designed to support GDPR and EU data residency requirements, though customers should verify their specific compliance needs.

Provider resources

Cerebras — CS-4 wafer-scale — high-throughput inference on GPT OSS 120B and Qwen 3.8 27B

Cerebras uses wafer-scale silicon (the CS-4 chip) to deliver high-throughput inference significantly faster than conventional GPU systems. The Developer tier provides self-serve access; Enterprise tier adds production capacity, custom model weights, fine-tuning, and dedicated support. Available on AWS Marketplace, OpenRouter, HuggingFace, and Vercel. Check cerebras.ai/pricing for current rates and any free-credit offers.

Cerebras CS-4 wafer-scale silicon delivers high-throughput inference on GPT OSS 120B and Qwen 3.8 27B — significantly faster than conventional GPU systems, enabling real-time agentic workflows and interactive AI.

Frontiere AI — EU sovereign AI gateway — Mistral, GLM-5.3, DeepSeek with per-model jurisdiction labels

Frontiere AI is an EU sovereign AI gateway routing requests to OVHcloud, Scaleway, Mistral, and AKI.IO infrastructure. Each model carries a per-model jurisdiction label so customers know exactly where their data is processed. Prices are in EUR per 100k tokens, VAT included, with a EUR 10 minimum top-up. Suited for European enterprises with GDPR and data residency requirements.

EU sovereign AI gateway with per-model jurisdiction labels, routing to OVHcloud, Scaleway, Mistral, and AKI.IO.

Key strengths compared

Cerebras

  • GPT OSS 120B: high-throughput inference on CS-4 wafer-scale silicon
  • Qwen 3.8 27B: fast efficient-tier inference
  • CS-4 chip: 58× larger than GPUs, purpose-built for AI inference
  • Limited model selection vs. Together AI or Fireworks
  • No vision or multimodal support

Frontiere AI

  • EU sovereign infrastructure — OVHcloud, Scaleway, Mistral, AKI.IO
  • Per-model jurisdiction labels — know exactly where data is processed
  • EUR pricing — no currency risk for European customers
  • EUR pricing excluded from USD cross-provider comparisons
  • Smaller model catalog vs global inference hubs

Key weaknesses compared

Cerebras

  • Limited model selection vs. Together AI or Fireworks
  • No vision or multimodal support
  • No fine-tuning on Developer tier

Frontiere AI

  • EUR pricing excluded from USD cross-provider comparisons
  • Smaller model catalog vs global inference hubs
  • EUR 10 minimum top-up — not suitable for very low-volume testing

Provider category context

Cerebras is a inference api, founded in 2016. Frontiere AI is a inference api, founded in 2024. Both are inference api providers — the comparison is primarily about pricing, model selection, and feature differentiation within the same tier.

How to choose between them

Both Cerebras and Frontiere AI host open-weight models. The key differentiators are latency, throughput, and which specific model versions each provider offers. Check the speed metrics above — inference API providers often differ significantly on tokens-per-second for the same model. Pricing is typically competitive between them; availability of specific model versions (e.g., Llama 3.1 405B, DeepSeek V3) may be the deciding factor.