# Modal vs Novita AI

> Novita AI sells 200+ hosted models cheaply plus a GPU cloud. Modal sells a polished Python serverless GPU platform with no catalog. Cheap breadth versus developer experience.

Canonical: https://www.subconscious.dev/compare/modal-vs-novita-ai · By The Subconscious Team · Updated September 30, 2026

## How they compare

Novita AI covers both halves of what Modal does only one of. Its serverless API serves 200+ open models from $0.02 per million tokens, batch runs at 50% off, and a GPU cloud offers instances from RTX 3090s to H200s, serverless GPU that scales to zero and spot pricing up to 50% off. It also runs an Agent Sandbox on Firecracker microVMs. Modal skips the catalog. It is serverless compute for Python with GPUs from T4 to B300, per-second billing and a free Starter plan with $30 of monthly credits.

If the goal is cheap tokens on popular open models, Novita is the direct route, since Modal has no per-token product. Modal wins on developer experience: one decorator ships a GPU service, and inference, fine-tuning, batch and agent sandboxes share one platform. Novita's gaps are enterprise ones: looser serverless SLAs, Discord-based support and no public SOC 2 or HIPAA. Modal's gap is price at production scale, with non-preemptible US capacity near $14.81 an hour for an H100.

## What each one does

### Modal

Modal is serverless compute with GPUs attached. A developer decorates a Python function with the hardware it needs, such as gpu="H100", and Modal builds the container, schedules it, autoscales it and scales it back to zero. Billing runs per second with no minimum increment, from $0.59 an hour for a T4 to $3.95 for an H100 at list. Containers can hold up to 8 GPUs across T4 through B300.

### Novita AI

Novita AI is a San Francisco inference cloud founded in late 2023 by Frank Lewis and Junyu Huang, and it competes on price and breadth. Its serverless API covers 200+ open models across LLMs, image, video, speech, voice cloning and embeddings, with LLM prices starting at $0.02 per million tokens. The API speaks both OpenAI and Anthropic formats. It became an official Hugging Face Inference Partner in April 2026 and was the day-zero launch partner for Google's Gemma 4.

## Which is best, and when

### Choose Modal for

- Python teams shipping custom GPU services fast.
- Fine-tuning and batch jobs on one platform.
- Workloads with no suitable hosted model.

### Choose Novita AI for

- Cheap per-token access to 200+ open models.
- Multimodal catalogs with day-zero open-model support.
- Spot GPUs up to 50% off.

## At a glance

| Attribute | Modal | Novita AI |
|---|---|---|
| Model access | Bring your own weights | Open weights |
| Flagship models | None hosted | DeepSeek V4 Pro, Gemma 4 |
| Speed | ~1s container boot | ~36 tok/s on DeepSeek V4 Pro |
| Price | Per second; H100 $3.95/hr list | From $0.02 per 1M; batch 50% off |
| Customization | Run any training code | Hot-swappable LoRA adapters |
| Deployment | Serverless GPU containers | Serverless, GPU cloud, dedicated |
| Long context | Depends on the model you deploy | Full 1M on DeepSeek V4 Pro |

## FAQ

### What is the difference between Modal and Novita AI?

Novita AI sells 200+ hosted models cheaply plus a GPU cloud. Modal sells a polished Python serverless GPU platform with no catalog. Cheap breadth versus developer experience.

### When should I choose Modal over Novita AI?

Python teams shipping custom GPU services fast; Fine-tuning and batch jobs on one platform; Workloads with no suitable hosted model.

### When should I choose Novita AI over Modal?

Cheap per-token access to 200+ open models; Multimodal catalogs with day-zero open-model support; Spot GPUs up to 50% off.

### Is Modal or Novita AI cheaper?

Modal: Per second; H100 $3.95/hr list. Novita AI: From $0.02 per 1M; batch 50% off. The cheaper choice depends on the model and workload.

### Which has more context, Modal or Novita AI?

Modal: Depends on the model you deploy. Novita AI: Full 1M on DeepSeek V4 Pro.

## Running long-horizon agents?

If your agents run past 200K tokens, compare both against Subconscious: [Subconscious vs Modal](https://www.subconscious.dev/compare/subconscious-vs-modal.md), [Subconscious vs Novita AI](https://www.subconscious.dev/compare/subconscious-vs-novita-ai.md).

Full profiles: [Modal](https://www.subconscious.dev/providers/modal.md), [Novita AI](https://www.subconscious.dev/providers/novita-ai.md).