# Cohere vs GMI Cloud

> GMI Cloud owns GPUs across the US and APAC and serves 100+ text, image and video models. Cohere focuses on enterprise text and retrieval models.

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

## How they compare

GMI Cloud is a GPU owner with a model API on top. Its Inference Engine serves 100+ models, including 45+ LLMs and 50+ video models from providers like Google Veo, Kling and MiniMax, with GLM-4.7-Flash at $0.07 in and $0.40 out. Customers can move from shared endpoints to autoscaling to reserved H100 or H200 capacity on the same API, and GMI says its near bare metal Cluster Engine recovers 10 to 15% of virtualization overhead. Cohere's catalog is narrower and first-party: Command A at $2.50 in and $10 out with 256K context, Command A+, Embed 4, Rerank 4, Aya and Transcribe.

Residency is the common theme, handled differently. GMI keeps data in-region through its own facilities in Taiwan, Thailand and Malaysia, as well as Silicon Valley and Colorado. Cohere goes further for strict buyers by deploying into any VPC or fully on-prem, with fine-tuning in that environment, and it sells through Bedrock, Azure and OCI. GMI has no listed fine-tuning, and its LLM catalog is smaller and less current than larger US hosts. Cohere's Command A+ trails the latest DeepSeek and GLM models on agentic coding. Multimodal APAC apps fit GMI, and document-heavy regulated enterprises fit Cohere.

## 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.

### GMI Cloud

GMI Cloud is a vertically integrated GPU cloud and inference platform that owns its NVIDIA hardware. It runs Tier-4 data centers in Silicon Valley, Colorado, Taiwan, Thailand and Malaysia, and as an NVIDIA Cloud Partner it gets priority access to H100, H200 and B200 supply. The company pivoted from crypto mining into AI, which gave it experience standing up high-density power and cooling fast. An $82M Series A came from Headline, Wistron and Thai energy group Banpu.

## Which is best, and when

### Choose Cohere for

- On-prem deployment for regulated industries
- Reranking and embeddings for enterprise search
- Private fine-tuning of Command models

### Choose GMI Cloud for

- In-country inference in Southeast Asia
- LLMs and video generation on one bill
- Reserved H100 or H200 capacity

## At a glance

| Attribute | Cohere | GMI Cloud |
|---|---|---|
| Model access | Closed, plus open Command A+ | Open and third-party models |
| Flagship models | Command A+, Command A, Embed 4, Rerank 4 | GLM-4.7-Flash, Google Veo |
| Speed | 375 tok/s on Command A+ W4A4, per Cohere | Near bare-metal performance |
| Price | $0.0375–$2.50 in, $0.15–$10 out per 1M | $0.07 in, $0.40 out (GLM-4.7-Flash) |
| Customization | Enterprise fine-tuning, incl. private | - |
| Deployment | API, Bedrock, Azure, OCI, VPC, on-prem | Shared, autoscaling, reserved GPUs |
| Long context | 256K on Command A; 128K on A+ | Varies by model |

## FAQ

### What is the difference between Cohere and GMI Cloud?

GMI Cloud owns GPUs across the US and APAC and serves 100+ text, image and video models. Cohere focuses on enterprise text and retrieval models.

### When should I choose Cohere over GMI Cloud?

On-prem deployment for regulated industries; Reranking and embeddings for enterprise search; Private fine-tuning of Command models.

### When should I choose GMI Cloud over Cohere?

In-country inference in Southeast Asia; LLMs and video generation on one bill; Reserved H100 or H200 capacity.

### Is Cohere or GMI Cloud cheaper?

Cohere: $0.0375–$2.50 in, $0.15–$10 out per 1M. GMI Cloud: $0.07 in, $0.40 out (GLM-4.7-Flash). The cheaper choice depends on the model and workload.

### Which has more context, Cohere or GMI Cloud?

Cohere: 256K on Command A; 128K on A+. GMI Cloud: Varies by model.

## 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 GMI Cloud](https://www.subconscious.dev/compare/subconscious-vs-gmi-cloud.md).

Full profiles: [Cohere](https://www.subconscious.dev/providers/cohere.md), [GMI Cloud](https://www.subconscious.dev/providers/gmi-cloud.md).