What is the difference between Cohere and GMI Cloud?

Cohere and GMI Cloud are both cloud GPU providers offering different pricing models, features, and GPU availability. Use our comparison tool to see real-time pricing and feature differences.

Which is cheaper: Cohere or GMI Cloud?

Pricing varies by GPU model and usage requirements. Check our real-time comparison table to find the best deals for your specific needs.

Can I switch between Cohere and GMI Cloud?

Yes, both providers offer flexible cloud GPU services. However, consider factors like data transfer costs, setup time, and specific features when switching between providers.

How many GPU models are available for comparison?

We track pricing for 4 different GPU models across both Cohere and GMI Cloud, with 0 models available from both providers.

Cohere vs GMI Cloud

Compare GPU and LLM inference API pricing between Cohere and GMI Cloud. Find the best rates for AI training, inference, and ML workloads.

Cohere

Provider 1

GPUs Available

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GMI Cloud

Provider 2

GPUs Available

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Comparison Overview

Total GPU Models

Cohere GPUs

GMI Cloud GPUs

Direct Comparisons

GPU Pricing Comparison

Total GPUs: 4Both available: 0Cohere: 0GMI Cloud: 4

Showing 4 of 4 GPUs

Last updated: 9/30/2026, 12:50:06 AM

GPU Model ↑	Cohere Price	GMI Cloud Price	Price Diff ↕	Sources
B200 180GB VRAM • GMI Cloud	Not Available	$4.00/hr★ Best	—	GMI Cloud
B200 180GB VRAM • Not Available GMI Cloud $4.00/hour Updated: 9/29/2026 ★Best Price GMI Cloud
GB200 384GB VRAM • GMI Cloud	Not Available	$8.00/hr★ Best	—	GMI Cloud
GB200 384GB VRAM • Not Available GMI Cloud $8.00/hour Updated: 9/29/2026 ★Best Price GMI Cloud
H100 SXM 80GB VRAM • GMI Cloud	Not Available	$2.00/hr★ Best	—	GMI Cloud
H100 SXM 80GB VRAM • Not Available GMI Cloud $2.00/hour Updated: 9/29/2026 ★Best Price GMI Cloud
H200 141GB VRAM • GMI Cloud	Not Available	$2.60/hr★ Best	—	GMI Cloud
H200 141GB VRAM • Not Available GMI Cloud $2.60/hour Updated: 9/29/2026 ★Best Price GMI Cloud

B200 180GB VRAM • GMI Cloud	Not Available	$4.00/hr★ Best	—	GMI Cloud
B200 180GB VRAM • Not Available GMI Cloud $4.00/hour Updated: 9/29/2026 ★Best Price GMI Cloud
GB200 384GB VRAM • GMI Cloud	Not Available	$8.00/hr★ Best	—	GMI Cloud
GB200 384GB VRAM • Not Available GMI Cloud $8.00/hour Updated: 9/29/2026 ★Best Price GMI Cloud
H100 SXM 80GB VRAM • GMI Cloud	Not Available	$2.00/hr★ Best	—	GMI Cloud
H100 SXM 80GB VRAM • Not Available GMI Cloud $2.00/hour Updated: 9/29/2026 ★Best Price GMI Cloud
H200 141GB VRAM • GMI Cloud	Not Available	$2.60/hr★ Best	—	GMI Cloud
H200 141GB VRAM • Not Available GMI Cloud $2.60/hour Updated: 9/29/2026 ★Best Price GMI Cloud

LLM API Pricing Comparison

Total models: 67Both available: 0Cohere: 2GMI Cloud: 65

Showing 15 of 67 models

Prices per 1M tokens · Last updated: 9/30/2026, 12:50:06 AM

Model ↑	Cohere	GMI Cloud	Input Diff ↕
Command R Cohere	$0.150 in $0.600 out	Not available	—
Command R7B Cohere	$0.037 in $0.150 out	Not available	—
DeepSeek R1 DeepSeek	Not available	$0.570 in $2.29 out	—
DeepSeek V3 DeepSeek	Not available	$0.290 in $1.14 out	—
DeepSeek V3.2 DeepSeek	Not available	$0.209 in $0.310 out	—
DeepSeek V4 Flash DeepSeek	Not available	$0.091 in $0.182 out	—
DeepSeek V4 Flash Vision DeepSeek	Not available	$0.440 in $1.32 out	—
DeepSeek V4 Pro DeepSeek	Not available	$0.957 in $1.91 out	—
DeepSeek V4.1 Flash DeepSeek	Not available	$0.180 in $0.720 out	—
Gemini 3 Flash Google	Not available	$0.500 in $3.00 out	—
Gemini 3.1 Flash Lite Google	Not available	$0.250 in $1.50 out	—
Gemini 3.1 Pro Google	Not available	$2.00 in $12.00 out	—
Gemini 3.5 Flash Google	Not available	$1.50 in $9.00 out	—
Gemini 3.5 Flash-Lite Google	Not available	$0.300 in $2.50 out	—
Gemini 3.6 Flash Google	Not available	$1.50 in $7.50 out	—

Features Comparison

Cohere

Command Model Family
High-performance generative models combining reasoning, tool orchestration, and multimodal intelligence, supporting 49 languages
North Mini Code
Agentic coding model built for practical software engineering tasks
Aya Multilingual Models
Research-grade multilingual models (8B and 32B) excelling across diverse languages
Transcribe
High-fidelity speech-to-text model supporting 14 languages with robust real-world conversation handling
Embed & Rerank
Multimodal semantic search and relevance optimization for retrieval-augmented generation
Flexible Deployment
Deploy via cloud API, virtual private cloud, on-premises, or Cohere-managed Model Vault

GMI Cloud

Serverless Inference
OpenAI-compatible endpoints for LLM and multimodal models with request batching and scaling to zero
Dedicated GPU Compute
Managed Kubernetes clusters, container instances, and bare-metal servers with RDMA-ready networking
Blackwell Capacity
GB200 available and GB300 on pre-order alongside H100, H200, and B200 systems
Studio and AgentBox
Visual workflow builder for multi-step model pipelines plus a marketplace for publishing and using AI agents
Reserved + On-Demand
Both hourly on-demand capacity and longer-term committed reservations are published

Pros & Cons

Cohere

Advantages

Strong enterprise security and compliance focus
Flexible deployment options including on-premises
Excellent multilingual support with Aya models
Competitive pricing for high-quality models

Considerations

Smaller model ecosystem compared to OpenAI or Anthropic
Less name recognition in consumer AI space
Enterprise features may be overkill for smaller projects

GMI Cloud

Advantages

Transparent published per-GPU hourly rates
Access to current Blackwell-generation systems
OpenAI-compatible inference API alongside dedicated GPU clusters

Considerations

Smaller global footprint than hyperscalers
Newer entrant relative to long-established providers
Published GPU catalog covers only datacenter-class parts, with no lower-tier options such as L4 or L40S

Compute Services

Cohere

GMI Cloud

Pricing Options

Cohere

Pay-as-you-go

Production API keys billed per million input and output tokens, invoiced monthly or once an outstanding balance threshold is reached

Trial API Key

Free rate-limited key created automatically with every account, for development and testing but not commercial use

Model Vault

Dedicated managed inference priced per instance by model and performance tier, billed hourly or via monthly and annual commitments, with Fixed or Flex plans

Enterprise

Custom pricing for the North and Compass platforms, model customization, and private or on-premises deployments

GMI Cloud

On-Demand Containers

Hourly billing for self-serve GPU containers

Reserved Private Cloud

Discounted longer-term reservations of dedicated GPU clusters

Serverless Inference

Per-token billing for LLM endpoints and per-request billing for image and video models

Getting Started

Cohere

Get Started

1
Create Cohere account
Sign up at dashboard.cohere.com
2
Get API key
Generate a trial or production API key from the dashboard
3
Install SDK
pip install cohere (Python) or npm install cohere-ai (TypeScript)
4
Make first API call
Call the Chat, Embed, or Rerank endpoint with your API key, or experiment in the dashboard Playground

GMI Cloud

Get Started

1
Create an account
Sign up for the GMI Cloud console
2
Pick a GPU and region
Select an on-demand container, bare-metal cluster, or inference endpoint
3
Deploy your workload
Launch via the console or programmatically through the GMI API

Support & Global Availability

Cohere

Global Regions

Global API access with deployment options including AWS, GCP, Azure, and on-premises installations

Support

Documentation, API reference, release notes, cookbooks, LLM University courses, Discord community, and enterprise support options

GMI Cloud

Global Regions

Data centers in North America and Asia, with region-aware pricing and unified billing

Support

Documentation, self-service console, Discord community, and enterprise support via sales