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Hosted Service Inference & Serving

Cerebras Inference

1Wafer-scale 2chips 3deliver 4ultra-fast 5token 6generation

the six Ws · specification

W1 Who

Developers and enterprises that need the fastest possible LLM token generation speed.

W2 What

Cerebras Inference is a hosted API serving open models like Llama and GPT-OSS on Cerebras's wafer-scale engine hardware for very high tokens-per-second throughput.

W3 Where

Accessed via Cerebras's cloud API, with the direct self-serve API deprecating in August 2026 in favor of partner-hosted access.

W4 When

Launched pay-per-token access in 2024, with continued model additions through 2026.

W5 Why

It exists to serve latency-sensitive applications that need real-time, high-speed LLM responses.

W6 With

Offered through an OpenAI-compatible chat completions API and via inference partner platforms.

W7 Watch

SaaS, proprietary, requires an API key; free, developer, and enterprise tiers; note direct API deprecation date of Aug 17 2026 with migration to partner APIs; data processed on Cerebras cloud.

wafer-scale chipultra-low-latency inferencepay-per-tokenfast token generation

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