Fireworks AI alternatives
6 fine-tuning tools in the same lane as Fireworks AI, ranked by editorial score.
RE
Replicate
Fine-tuning · Thousands of community + first-party models
8.5
One-API platform for running and fine-tuning open-source models.
Paid· Pay-per-second of GPU timemodel hostingfine-tuning
TA
Together AI
FeaturedFine-tuning · Llama / Mistral / Qwen / DeepSeek and others
8.6
Fine-tune & serve open-weight models (Llama, Mistral, DeepSeek).
Paid· Pay-per-token; fine-tuning per-tokenopen modelsfine-tuning
UN
Unsloth
Fine-tuning · Llama, Mistral, Gemma, Qwen, GLM (multi-model)
8.2
Open-source LLM fine-tuning toolkit with custom kernels that train 2-30x faster and use up to 90% less VRAM.
Freemium· Free open-source; Pro and Enterprise contact saleslora-finetuningqlora
FO
Forefront
Fine-tuning · Multi-model (Mistral-7B, Mixtral, Phi-2)
7.0
Fine-tune and serve open-source LLMs on your own data without managing GPUs.
Paid· Basic: $20 · Pro: $50 · Enterprise: Contact salesfine-tuningopen-source-llms
TA
Together AI Fine-tuning
Fine-tuning · Multi-model (any Hugging Face open-source model)
8.1
Managed fine-tuning platform for open-source LLMs and vision models with LoRA, full fine-tuning, and RL support.
Paid· Usage-based; cost estimator in-product, no public price listllm-fine-tuningvision-fine-tuning
LF
LLaMA Factory
Fine-tuning · Multi-model (LLaMA, Mistral, Qwen, Gemma, Phi, LLaVA, ChatGLM, Yi)
7.2
Open-source, no-code WebUI for fine-tuning 100+ open LLMs with LoRA, QLoRA, DPO, and PPO.
Free· Free, open-source (Apache-2.0); self-hostedlora-fine-tuningqlora