# Modal vs Replicate: which serverless GPU platform wins in 2026?

**Source:** https://promtable.com/compare/modal-vs-replicate

> Modal wins on Python-native developer experience, custom code, and cost at scale. Replicate wins on model marketplace, ready-to-use endpoints, and fastest path from model to production API.

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Modal wins on Python-native developer experience, custom code, and cost at scale. Replicate wins on model marketplace, ready-to-use endpoints, and fastest path from model to production API.

## At a glance

| Dimension | Modal | Replicate |
|---|---|---|
| Developer experience | **Pure Python decorators — feels local** ✓ | Cog YAML + push-to-deploy |
| Custom code support | **Arbitrary Python + Docker** ✓ | Cog containers (more constrained) |
| Ready-to-use models | No marketplace (BYO) | **10K+ community models + official endpoints** ✓ |
| Cold start (H100) | **~3-10s with pre-warming** ✓ | ~5-30s typical |
| Auto-scale to zero | Yes | Yes |
| Pricing | **Per-second compute, cheap at scale** ✓ | Per-second compute, predictable |
| GPU types | **H100, H200, A100, A10G, L40S, T4** ✓ | H100, A100, A40, T4 |
| Production reliability | Solid + observability | Solid + observability |
| Best for | Custom inference, training, batch jobs | Quick model API, no-DevOps deployment |

## Verdict

Modal is the right pick for teams building custom inference, training jobs, or batch pipelines — Python-native, cheap at scale, broad GPU selection. Replicate is the right pick for teams who want to ship a model API in 10 minutes — push a Cog container or use a community model endpoint, done. Many production stacks use both: Replicate for prototyping, Modal for production scale.

## When to pick which

- **Modal** — Custom inference, training, batch jobs, cost at scale, Python-native.
- **Replicate** — Ready-to-use community models, fastest model→API path, lowest DevOps overhead.

## FAQ

### Modal or Replicate for custom inference?

Modal — Python decorators + arbitrary Docker is more flexible than Cog.

### Modal or Replicate for community models?

Replicate — 10K+ community models with one-line API access.

### Cheaper at scale?

Modal — per-second pricing on cheaper GPU tiers (T4, A10G) is lower for sustained workloads.

## Related

- [/alternatives/replicate](https://promtable.com/alternatives/replicate)
- [/compare/modal-vs-runpod](https://promtable.com/compare/modal-vs-runpod)
- [/compare/huggingface-vs-replicate](https://promtable.com/compare/huggingface-vs-replicate)
- [/glossary/serverless-gpu](https://promtable.com/glossary/serverless-gpu)

*Last updated: 2026-06-01*
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Original page: https://promtable.com/compare/modal-vs-replicate
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