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fireworks-ai-inference

Fast inference and fine-tuning platform with serverless and on-demand GPU deployments. OpenAI-compatible API for chat completions, embeddings, function calling, vision, and structured output. Supports SFT, DPO, and RL fine-tuning. SOC2 + HIPAA compliant.

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# Fireworks AI -- Fast Inference & Fine-Tuning

Fastest open-model inference platform with serverless and on-demand GPU deployments, OpenAI-compatible API, and built-in fine-tuning (SFT, DPO, RL).

## When to Use Fireworks AI

**Use Fireworks AI when:**
- Need fast serverless inference for open-source models (Llama, Qwen, DeepSeek, Mixtral)
- Want OpenAI SDK drop-in replacement with open models
- Need fine-tuning without managing infrastructure (SFT, DPO, RL)
- Require structured output / JSON mode / function calling with open models
- Need dedicated GPU deployments with predictable latency
- Require SOC2 or HIPAA compliance
- Want prompt caching and batch inference for cost savings