Customize model behavior by fine-tuning with your own data. Fireworks makes supervised fine-tuning fast, reliable, and cost-effective with an optimized training stack. Train large, state-of-the-art models using advanced methods like quantization-aware training to achieve ideal results
Deploy hundreds of fine-tuned models without added infra or costs. With Multi-LoRA, you can deploy a fine-tuned model for every customer and task—perfect for personalizing quality for B2B interactions. One-click deployment. Fully orchestrated
RFT lets open models match frontier quality up to 10× faster, with just an evaluator and a few examples
Use RFT to train models for accurate function calls, clean code, stronger creative writing, and 90%+ math accuracy
Reward-kit lets you score outputs your way with custom evaluators or ready-made examples
