# Modal vs Venice

> Modal rents serverless GPUs by the second for any model you bring. Venice sells per-token access to 370+ models with no infrastructure to run.

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

## How they compare

This is a build versus buy choice. Modal sells compute, not models. A developer decorates a Python function with the GPU it needs, and Modal builds, autoscales and scales the container to zero, billing per second from $0.59 an hour for a T4 to $3.95 for an H100 at list. Teams bring their own weights and serving code, which suits fine-tunes, embeddings, OCR and batch jobs. Venice requires none of that. Its OpenAI-compatible API reaches 370+ models across text, image, audio and video, priced per token from $0.06 in on GLM 4.7 Flash to $1.75 in on GLM 5.3, with 1M context on most current models.

Privacy works differently on each. On Modal, a team runs its own containers and serving code, so data handling is whatever it builds. Venice offers contract-enforced zero retention on open models, TEE or end-to-end encryption on some, and an anonymized tier for proxied Claude, GPT and Gemini. Modal wins on control, with any model, any training code, and $30 of free credits renewed monthly on the Starter plan. The costs are cold starts from loading weights and non-preemptible US production at about 3.75x list. Venice offers no customization, but uncensored fine-tunes, crypto payment and DIEM staking cover niches Modal does not target.

## 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.

### Venice

Venice is a privacy-focused AI platform founded in 2024 by Erik Voorhees, the crypto entrepreneur behind ShapeShift. It pairs a consumer chat app with a developer API that works as a drop-in replacement for OpenAI's chat endpoint and covers text, image, audio and video across 370+ models. Open models such as GLM 5.3, Kimi K3, DeepSeek V4 and Venice's own uncensored fine-tunes run under a private tier with contract-enforced zero data retention, and some add TEE inference or end-to-end encryption, where only an attested enclave can decrypt the prompt. Closed models from Anthropic, OpenAI and Google are proxied under an anonymized tier that hides user identity but leaves prompt content visible to the upstream provider.

## Which is best, and when

### Choose Modal for

- Serving private fine-tunes or custom models
- Bursty GPU jobs like embeddings and transcription
- Teams that want per-second billing and full control

### Choose Venice for

- Calling hosted models with no infrastructure
- Zero-retention access to large open models
- Uncensored and multimodal apps on one key

## At a glance

| Attribute | Modal | Venice |
|---|---|---|
| Model access | Bring your own weights | Open weights, plus proxied closed models |
| Flagship models | None hosted | GLM 5.3, Kimi K3, DeepSeek V4 Pro |
| Speed | ~1s container boot | - |
| Price | Per second; H100 $3.95/hr list | $0.06–$12 in, $0.28–$60 out per 1M; DIEM staking |
| Customization | Run any training code | - |
| Deployment | Serverless GPU containers | Serverless API, consumer app |
| Long context | Depends on the model you deploy | 1M on most current models |

## FAQ

### What is the difference between Modal and Venice?

Modal rents serverless GPUs by the second for any model you bring. Venice sells per-token access to 370+ models with no infrastructure to run.

### When should I choose Modal over Venice?

Serving private fine-tunes or custom models; Bursty GPU jobs like embeddings and transcription; Teams that want per-second billing and full control.

### When should I choose Venice over Modal?

Calling hosted models with no infrastructure; Zero-retention access to large open models; Uncensored and multimodal apps on one key.

### Is Modal or Venice cheaper?

Modal: Per second; H100 $3.95/hr list. Venice: $0.06–$12 in, $0.28–$60 out per 1M; DIEM staking. The cheaper choice depends on the model and workload.

### Which has more context, Modal or Venice?

Modal: Depends on the model you deploy. Venice: 1M on most current models.

## 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 Venice](https://www.subconscious.dev/compare/subconscious-vs-venice.md).

Full profiles: [Modal](https://www.subconscious.dev/providers/modal.md), [Venice](https://www.subconscious.dev/providers/venice.md).