# Cohere vs OpenScale

> Cohere sells retrieval and agent models for private enterprise deployments. OpenScale sells DeepSeek V4.1 Flash per token on a serverless API.

Canonical: https://www.subconscious.dev/compare/cohere-vs-openscale · By The Subconscious Team · Updated October 11, 2026

## How they compare

Cohere's strengths are Embed 5 and Rerank 4 for search, Command models for RAG and agents, and deployment in any VPC or fully on-prem with fine-tuning inside. Command A lists at $2.50 in and $10 out per million tokens with a 256K context. OpenScale serves DeepSeek V4.1 Flash with a 1M context at $0.06 in, $0.003 cached and $0.24 out under a 50% promotion, at 200+ tokens per second.

Cohere fits regulated enterprises that need retrieval and agents inside their own network. OpenScale fits developers who want cheap tokens for coding agents, with no deployment options beyond its serverless API. The two can pair well, with Cohere for embeddings and reranking and a cheaper model for generation.

## 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.

### OpenScale

OpenScale is a Y Combinator-backed inference API built by LatentSpace and run out of Singapore. It sells open models behind one endpoint that speaks Chat Completions, the OpenAI Responses API and Anthropic Messages, so Claude Code, Codex, OpenCode, Cline, GitHub Copilot, Zed and other coding agents can point at it with a base URL and key. Its public catalog today is DeepSeek V4.1 Flash in two versions, standard and fast, both with a 1M token context window and up to 384K output tokens.

## Which is best, and when

### Choose Cohere for

- Embeddings and reranking for search
- Private VPC or on-prem deployment
- Multilingual enterprise assistants

### Choose OpenScale for

- Cheap generation with a 1M context
- Coding agent backends
- Prepaid credits with no sales call

## At a glance

| Attribute | Cohere | OpenScale |
|---|---|---|
| Model access | Closed, plus open Command A+ | Open weights |
| Flagship models | Command A+, Command A, Embed 5, Rerank 4 | DeepSeek V4.1 Flash |
| Speed | 375 tok/s on Command A+ W4A4, per Cohere | 200+ tok/s; fast tier ~2x |
| Price | $0.0375–$2.50 in, $0.15–$10 out per 1M | $0.06 in, $0.24 out (promo, DeepSeek V4.1 Flash) |
| Customization | Enterprise fine-tuning, incl. private | N/A |
| Deployment | API, Bedrock, Azure, OCI, VPC, on-prem | Serverless API |
| Long context | 256K on Command A; 128K on A+ | 1M context |

## FAQ

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

Cohere sells retrieval and agent models for private enterprise deployments. OpenScale sells DeepSeek V4.1 Flash per token on a serverless API.

### When should I choose Cohere over OpenScale?

Embeddings and reranking for search; Private VPC or on-prem deployment; Multilingual enterprise assistants.

### When should I choose OpenScale over Cohere?

Cheap generation with a 1M context; Coding agent backends; Prepaid credits with no sales call.

### Is Cohere or OpenScale cheaper?

Cohere: $0.0375–$2.50 in, $0.15–$10 out per 1M. OpenScale: $0.06 in, $0.24 out (promo, DeepSeek V4.1 Flash). The cheaper choice depends on the model and workload.

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

Cohere: 256K on Command A; 128K on A+. OpenScale: 1M context.

## 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 OpenScale](https://www.subconscious.dev/compare/subconscious-vs-openscale.md).

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