# Together AI vs fal

> fal is a media generation platform with 1,000+ image, video and audio models. Together is an open-model platform centered on text, with some media on the side.

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

## How they compare

These two overlap only at the edges. fal hosts 1,000+ generative media models, including FLUX, Kling and Seedream, and new releases often land there first. Pricing follows the output: per image or megapixel, per second or per clip of video. A queue API with webhooks and retries handles long renders, and shared endpoints bill only for successful outputs. Together's center of gravity is text, with thirty-plus open LLMs, fine-tuning and GPU clusters. It does carry image, video and speech models, but not at fal's scale.

Many products will use both. A creative app might run its chat or agent layer on Together, say Kimi K3 or DeepSeek V4, and send image and video jobs to fal. fal's downsides are cold starts on less popular endpoints and hard-to-forecast per-second costs, plus developer complaints about expiring credits. Together's are no free tier and dedicated GPU hours that cost more than raw clusters. If media is the product, start with fal. If language models are the product, start with Together.

## What each one does

### Together AI

Together AI is the broadest open-model platform in the category. One bill covers per-token serverless inference, batch at up to 50% off, provisioned throughput with a 99% SLA, dedicated deployments, raw GPU clusters, managed fine-tuning and code sandboxes for agents. The text catalog runs past thirty open models, including DeepSeek V4, Kimi K3, GLM 5.2, Qwen 3.8 and MiniMax M3, plus image, video, speech and embedding models. Token prices sit at parity with Fireworks and Baseten.

### fal

fal is the go-to inference platform for generative media. It hosts 1,000+ image, video and audio models behind one API, including FLUX, Kling, Seedream and other video models, and new releases often land there before competitors have them. Every model page exposes its schema, a playground and example code. Pricing follows the output: per image or megapixel for images, per second or per clip for video, and GPU time for custom work.

## Which is best, and when

### Choose Together AI for

- LLM and agent backends on open models
- Fine-tuning language models on private data
- Raw GPU clusters for training runs

### Choose fal for

- Image and video generation inside consumer apps
- Day-one access to new media models
- Long async renders with webhooks and failure-free billing

## At a glance

| Attribute | Together AI | fal |
|---|---|---|
| Model access | Open weights | Hosted media models |
| Flagship models | Kimi K3, DeepSeek V4, GLM 5.2, Qwen 3.8 | FLUX, Kling, Seedream |
| Speed | 0.99s TTFT on DeepSeek V4 Pro | Cold starts on less popular endpoints |
| Price | Parity with Fireworks and Baseten | Per image, per video second, GPU time |
| Customization | LoRA and full SFT; RL in beta | LoRA training endpoints |
| Deployment | Serverless, dedicated, GPU clusters | Hosted API, serverless GPUs |
| Long context | 512K on DeepSeek V4 Pro | Not applicable |

## FAQ

### What is the difference between Together AI and fal?

fal is a media generation platform with 1,000+ image, video and audio models. Together is an open-model platform centered on text, with some media on the side.

### When should I choose Together AI over fal?

LLM and agent backends on open models; Fine-tuning language models on private data; Raw GPU clusters for training runs.

### When should I choose fal over Together AI?

Image and video generation inside consumer apps; Day-one access to new media models; Long async renders with webhooks and failure-free billing.

### Is Together AI or fal cheaper?

Together AI: Parity with Fireworks and Baseten. fal: Per image, per video second, GPU time. The cheaper choice depends on the model and workload.

### Which has more context, Together AI or fal?

Together AI: 512K on DeepSeek V4 Pro. fal: Not applicable.

## Running long-horizon agents?

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

Full profiles: [Together AI](https://www.subconscious.dev/providers/together-ai.md), [fal](https://www.subconscious.dev/providers/fal.md).