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fastrun serves open models on dedicated GPUs and answers through the same API as OpenAI. If your code already uses an OpenAI SDK, switching takes three changes: the base URL, the API key and the model name.

Quickstart

Make your first request in a couple of minutes.

Models

What is served, with its limits and features.

Streaming

Show tokens as they are generated.

API reference

Every endpoint and parameter.

What you get

  • Speed. Gemma 4 31B runs on NVIDIA B200 GPUs with speculative decoding. In our own measurement, one request at a time without network time, the median time to first token was 24 ms and the median output speed was 280 tokens per second. Latency rises under heavy load.
  • OpenAI compatibility. Chat completions, streaming, tool calling, JSON output and reasoning work with the official OpenAI SDKs and the tools built on them.
  • Pay per token. You pay for input and output tokens only, with a lower price for input that is served from the prompt cache. See Pricing.