# Cohere vs fal

> Different jobs entirely: Cohere serves text, embedding and rerank models for enterprise RAG, while fal hosts 1,000+ image, video and audio models.

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

## How they compare

These two rarely compete for the same workload. Cohere's catalog is language and retrieval: Command A at $2.50 in and $10 out with 256K context, the Apache 2.0 Command A+, Embed 4 for text, images and PDFs, Rerank 4, Aya for multilingual work and Transcribe for speech. fal's catalog is generative media, with FLUX, Kling, Seedream and more than 1,000 other models, often available on release day. Pricing follows the output type. Cohere bills per token or per rerank search, while fal bills per image, megapixel, video second or GPU time, and on shared endpoints it charges only for successful outputs.

Operationally they are built for different buyers. fal's queue API with webhooks and retries suits long video renders in consumer and creative apps, and teams can move onto serverless GPUs from $1.89 an hour for H100s. It offers LoRA training endpoints for media models. Cohere targets banks, governments and large enterprises, with private VPC or on-prem deployment, fine-tuning inside that environment and distribution through Bedrock, Azure and OCI. fal has cold starts on less popular endpoints and reported friction over expiring credits. A product that needs both search over documents and generated visuals could reasonably use each for its own half.

## What each one does

### Cohere

Cohere is a Toronto-based lab that sells models and platforms to banks, governments and large enterprises rather than consumers. Its generative line is the Command family. Command A+, released May 20, 2026, is a 218B-parameter mixture-of-experts model with 25B active, published under Apache 2.0 with a 128K context window, and it combines reasoning, vision, translation and tool use in one set of weights. Command A has a 256K window and lists at $2.50 in and $10 out per million tokens, while Command R7B costs $0.0375 in. June 2026 added North Mini Code, a 30B Apache 2.0 coding model, and the lineup also includes Aya multilingual models and Transcribe for speech.

### 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 Cohere for

- Document search and RAG over PDFs
- Enterprise assistants kept in a private cloud
- Reranking results from an existing search index

### Choose fal for

- Image and video generation in consumer apps
- Testing many media models under one bill
- Async video renders with webhook callbacks

## At a glance

| Attribute | Cohere | fal |
|---|---|---|
| Model access | Closed, plus open Command A+ | Hosted media models |
| Flagship models | Command A+, Command A, Embed 4, Rerank 4 | FLUX, Kling, Seedream |
| Speed | 375 tok/s on Command A+ W4A4, per Cohere | Cold starts on less popular endpoints |
| Price | $0.0375–$2.50 in, $0.15–$10 out per 1M | Per image, per video second, GPU time |
| Customization | Enterprise fine-tuning, incl. private | LoRA training endpoints |
| Deployment | API, Bedrock, Azure, OCI, VPC, on-prem | Hosted API, serverless GPUs |
| Long context | 256K on Command A; 128K on A+ | Not applicable |

## FAQ

### What is the difference between Cohere and fal?

Different jobs entirely: Cohere serves text, embedding and rerank models for enterprise RAG, while fal hosts 1,000+ image, video and audio models.

### When should I choose Cohere over fal?

Document search and RAG over PDFs; Enterprise assistants kept in a private cloud; Reranking results from an existing search index.

### When should I choose fal over Cohere?

Image and video generation in consumer apps; Testing many media models under one bill; Async video renders with webhook callbacks.

### Is Cohere or fal cheaper?

Cohere: $0.0375–$2.50 in, $0.15–$10 out per 1M. fal: Per image, per video second, GPU time. The cheaper choice depends on the model and workload.

### Which has more context, Cohere or fal?

Cohere: 256K on Command A; 128K on A+. fal: Not applicable.

## Running long-horizon agents?

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

Full profiles: [Cohere](https://www.subconscious.dev/providers/cohere.md), [fal](https://www.subconscious.dev/providers/fal.md).