Modal alternatives
6 fine-tuning tools in the same lane as Modal, ranked by editorial score.
RU
RunPod
Fine-tuning · Bring-your-own (any open-weight or custom model)
8.3
On-demand GPU cloud and serverless inference platform built specifically for AI workloads.
Paid· Pod: $7.39/hr · Pod: $4.39/hr · Pod: $5.89/hr · Pod: $1.99/hr · Pod: $3.19/hrllm-fine-tuninggpu-rental
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
HF
Hugging Face AutoTrain
Fine-tuning · Multi-model (Hugging Face Hub)
8.1
No-code fine-tuning and training pipeline that spins up state-of-the-art models on the Hugging Face Hub.
Paid· Per-minute billing based on hardware tier; self-hosted OSS version is freellm-fine-tuningtext-classification
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
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
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