Modal vs Replicate

A side-by-side look at pricing, capabilities, pros, cons, and our editorial scores.

	Modal Fine-tuning	Replicate Fine-tuning
Tagline	Serverless GPUs and infra for training & serving ML.	One-API platform for running and fine-tuning open-source models.
Category	Fine-tuning	Fine-tuning
Pricing	Freemium· Free $30/mo credits; pay-as-you-go	Paid· Pay-per-second of GPU
Model	—	—
Editorial score	8.7 / 10	8.5 / 10
Use cases	serverless GPUfine-tuningbatch inference	model hostingfine-tuningAPI access
Pros	Zero-ops GPU access Python-native Auto-scaling	One API, thousands of models Easy fine-tuning of Llama, SD, Flux Strong community
Cons	Cold start latency on big models Bills can surprise at scale	Per-second pricing can surprise Hosted models vary in quality
Website	modal.com	replicate.com

Pick Modal if

Pick Replicate if