Anyscale alternatives
6 fine-tuning tools in the same lane as Anyscale, ranked by editorial score.
RT
Ray Tune
Fine-tuning
8.1
Open-source Python library for distributed hyperparameter tuning at any scale.
Free· Open-source (Apache 2.0); managed via Anyscale offers a $100 starting credithyperparameter-tuningdistributed-training
MO
Modal
Fine-tuning · Infrastructure (any model you can host)
8.7
Serverless GPUs and infra for training & serving ML.
Freemium· $30/mo free credits; pay-as-you-go GPU ratesserverless GPUfine-tuning
FA
Fireworks AI
Fine-tuning · Multi-model (DeepSeek, Qwen, GLM, Kimi, Gemma, Minimax, others)
7.9
Production inference and fine-tuning platform for open-source LLMs, tuned for speed and enterprise economics.
Freemium· Free signup credits; pay-per-token from ~$0.14/M in; enterprise reserved capacity on requestllm-fine-tuningserverless-inference
FE
FedML
Fine-tuning · Bring-your-own (PyTorch, Hugging Face)
7.3
Distributed training, fine-tuning, and serving platform with federated learning roots.
Freemium· Open-source library free; managed GPU usage pay-as-you-gofine-tuningdistributed-training
LA
Lambda
Fine-tuning · NVIDIA VR200 NVL72, NVIDIA GB300 NVL72, NVIDIA HGX B200, NVIDIA HGX B300, NVIDIA H100
8.1
On-demand NVIDIA GPU cloud built specifically for training, fine-tuning, and serving large AI models.
Paid· Basic: $10 · Pro: $20 · Enterprise: Contact salesllm-trainingfine-tuning
PG
Paperspace Gradient
Fine-tuning · Bring-your-own (PyTorch, TensorFlow, Hugging Face)
7.2
End-to-end MLOps platform with GPU notebooks, training jobs, and model deployment, now folded into DigitalOcean.
Freemium· Free: $0 · Pro: $8 · Growth: $39 · T0: $0 · T1: $12model-trainingfine-tuning