# Parasail vs Runware

> Runware sells low-cost image, video, audio and 3D generation. Parasail sells open text, vision and embedding inference. Different modalities, little overlap.

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

## How they compare

Runware is a media generation platform, and Parasail is a text and vision inference cloud. Runware's single task schema covers image, video, audio, 3D and text, with 300+ priced models, images from fractions of a cent and Seedance 2.5 video at about $0.10 a second at 480p. It runs its own Sonic Inference Engine hardware. Parasail aggregates third-party GPUs and serves text, vision and embedding models from Hugging Face. A product might caption or classify images with a Parasail-hosted vision model and generate new ones on Runware.

The overlap is custom checkpoints. Runware serves fine-tuned diffusion models and community checkpoints at scale, and it rents raw H100s by the second at $2.76 an hour. Parasail serves private Hugging Face repos for LLM and vision work, with batch at half price. Runware says its LLM hosting is a side line. Parasail does not generate media. Runware output URLs expire after seven days by default, so apps need storage of their own.

## What each one does

### Parasail

Parasail calls itself the inference cloud for AI-native startups. Instead of owning data centers, it aggregates GPUs from many hardware providers and sells them through one OpenAI-compatible API. Customers choose serverless per-token endpoints, Elastic Endpoints that scale with traffic and bill only for tokens used, dedicated deployments with negotiated latency SLAs, or batch. Its commit-to-spend model lets one commitment draw down across any model or hardware.

### Runware

Runware sells what it calls the lowest-cost API for media generation, and it claims more than 1M developers. One endpoint covers image, video, audio, 3D and text. Every request is a task with the same shape, so switching from a Kling video to a Seedream image mostly means changing the model ID. The published rate sheet lists 300+ priced models, with images from fractions of a cent to a few cents each and video billed per second, like Seedance 2.5 at about $0.10 a second at 480p.

## Which is best, and when

### Choose Parasail for

- Text, vision and embedding inference
- Batch captioning or classification of images
- Private Hugging Face LLMs

### Choose Runware for

- Image and video generation at volume
- Fine-tuned diffusion checkpoints
- One schema across media types

## At a glance

| Attribute | Parasail | Runware |
|---|---|---|
| Model access | Any Hugging Face model | Hosted media models |
| Flagship models | GTE-Qwen2, Qwen3-VL-8B-Instruct | Seedance 2.5, Qwen-Image-3.0 |
| Speed | 600ms p99 real-time budget | - |
| Price | Per-parameter rates; batch 50% off | Images from fractions of a cent |
| Customization | Private Hugging Face repos | Fine-tuned diffusion checkpoints |
| Deployment | Serverless, elastic, dedicated, batch | Unified API, raw GPUs |
| Long context | Varies by model | Not applicable |

## FAQ

### What is the difference between Parasail and Runware?

Runware sells low-cost image, video, audio and 3D generation. Parasail sells open text, vision and embedding inference. Different modalities, little overlap.

### When should I choose Parasail over Runware?

Text, vision and embedding inference; Batch captioning or classification of images; Private Hugging Face LLMs.

### When should I choose Runware over Parasail?

Image and video generation at volume; Fine-tuned diffusion checkpoints; One schema across media types.

### Is Parasail or Runware cheaper?

Parasail: Per-parameter rates; batch 50% off. Runware: Images from fractions of a cent. The cheaper choice depends on the model and workload.

### Which has more context, Parasail or Runware?

Parasail: Varies by model. Runware: Not applicable.

## Running long-horizon agents?

If your agents run past 200K tokens, compare both against Subconscious: [Subconscious vs Parasail](https://www.subconscious.dev/compare/subconscious-vs-parasail.md), [Subconscious vs Runware](https://www.subconscious.dev/compare/subconscious-vs-runware.md).

Full profiles: [Parasail](https://www.subconscious.dev/providers/parasail.md), [Runware](https://www.subconscious.dev/providers/runware.md).