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· $30/mo free credits; pay-as-you-go GPU rates | Paid· Pay-per-second of GPU time |
| Model | Infrastructure (any model you can host) | Thousands of community + first-party models |
| Editorial score | 8.7 / 10 | 8.5 / 10 |
| Use cases | serverless GPUfine-tuningbatch inference | model hostingfine-tuningAPI access |
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| Cons |
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| Website | modal.com | replicate.com |
Pick Modal if
- ✅ Zero-ops GPU access
- ✅ Python-native
- ✅ Auto-scaling
- ✅ Honest pay-per-second pricing
Pick Replicate if
- ✅ One API, thousands of models
- ✅ Easy fine-tuning of Llama, SD, Flux
- ✅ Strong community
- ✅ Predictable per-second pricing