What is the difference between Atlas Cloud and GMI Cloud?

Atlas Cloud 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: Atlas Cloud 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 Atlas Cloud 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 Atlas Cloud and GMI Cloud, with 0 models available from both providers.

Atlas Cloud vs GMI Cloud

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

Atlas Cloud

Provider 1

GPUs Available

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GMI Cloud

Provider 2

GPUs Available

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Comparison Overview

Total GPU Models

Atlas Cloud GPUs

GMI Cloud GPUs

Direct Comparisons

Average Price Difference: $0.32/hour between comparable GPUs

GPU Pricing Comparison

Total GPUs: 4Both available: 2Atlas Cloud: 2GMI Cloud: 4

Showing 4 of 4 GPUs

Last updated: 10/29/2026, 11:08:53 PM

GPU Model ↑	Atlas Cloud Price	GMI Cloud Price	Price Diff ↕	Sources
B200 180GB VRAM • GMI Cloud	Not Available	$5.00/hr★ Best	—	GMI Cloud
B200 180GB VRAM • Not Available GMI Cloud $5.00/hour Updated: 10/28/2026 ★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: 10/28/2026 ★Best Price GMI Cloud
H100 SXM 80GB VRAM • Atlas CloudGMI Cloud	$2.95/hr	$2.60/hr★ Best	↑+$0.35(+13.5%)	Atlas Cloud GMI Cloud
H100 SXM 80GB VRAM • Atlas Cloud $2.95/hour Updated: 10/29/2026 GMI Cloud $2.60/hour Updated: 10/28/2026 ★Best Price Price Difference:↑+$0.35(+13.5%) Atlas Cloud GMI Cloud
H200 141GB VRAM • Atlas CloudGMI Cloud	$3.50/hr	$3.20/hr★ Best	↑+$0.30(+9.4%)	Atlas Cloud GMI Cloud
H200 141GB VRAM • Atlas Cloud $3.50/hour Updated: 10/29/2026 GMI Cloud $3.20/hour Updated: 10/28/2026 ★Best Price Price Difference:↑+$0.30(+9.4%) Atlas Cloud GMI Cloud

B200 180GB VRAM • GMI Cloud	Not Available	$5.00/hr★ Best	—	GMI Cloud
B200 180GB VRAM • Not Available GMI Cloud $5.00/hour Updated: 10/28/2026 ★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: 10/28/2026 ★Best Price GMI Cloud
H100 SXM 80GB VRAM • Atlas CloudGMI Cloud	$2.95/hr	$2.60/hr★ Best	↑+$0.35(+13.5%)	Atlas Cloud GMI Cloud
H100 SXM 80GB VRAM • Atlas Cloud $2.95/hour Updated: 10/29/2026 GMI Cloud $2.60/hour Updated: 10/28/2026 ★Best Price Price Difference:↑+$0.35(+13.5%) Atlas Cloud GMI Cloud
H200 141GB VRAM • Atlas CloudGMI Cloud	$3.50/hr	$3.20/hr★ Best	↑+$0.30(+9.4%)	Atlas Cloud GMI Cloud
H200 141GB VRAM • Atlas Cloud $3.50/hour Updated: 10/29/2026 GMI Cloud $3.20/hour Updated: 10/28/2026 ★Best Price Price Difference:↑+$0.30(+9.4%) Atlas Cloud GMI Cloud

LLM API Pricing Comparison

Total models: 70Both available: 0Atlas Cloud: 0GMI Cloud: 70

Showing 15 of 70 models

Prices per 1M tokens · Last updated: 10/29/2026, 11:08:53 PM

Model ↑	Atlas Cloud	GMI Cloud	Input Diff ↕
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	—
Gemini 3.7 Flash Google	Not available	$0.750 in $3.75 out	—
Gemini 3.8 Flash Google	Not available	$0.750 in $3.75 out	—

Features Comparison

Atlas Cloud

400+ AI Models
Unified access to models from DeepSeek, Qwen, ByteDance, Black Forest Labs, Luma, MoonshotAI, MiniMax, and more
OpenAI-Compatible API
Drop-in replacement for OpenAI SDK - just change the base URL and API key
Multi-Modal Support
Text, image, video, and audio generation through consistent API patterns
MCP Integration
Use Atlas Cloud AI models directly in Cursor, Claude Desktop, VS Code, and more
GPU Cloud Services
Deploy custom models with Serverless GPU or rent DevPods for development
CLI
Run chat, model discovery, and image or video generation from the terminal

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

Atlas Cloud

Advantages

Unified API for 400+ AI models from multiple providers
OpenAI-compatible interface for easy migration
Multi-modal capabilities (text, image, video, audio)
Developer-friendly with comprehensive documentation

Considerations

Relatively new platform compared to established providers
GPU cloud offering is secondary to API aggregation service
Limited GPU infrastructure details compared to dedicated GPU clouds

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

Atlas Cloud

Model APIs

Access to 400+ AI models through unified API

GPU Cloud

Deploy custom models and development environments

GMI Cloud

Pricing Options

Atlas Cloud

Pay-as-you-go

Transparent pricing with volume discounts available for API usage

GPU Cloud Pricing

Flexible pricing for serverless GPU deployments and development pods

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

Atlas Cloud

Get Started

1
Create an account
Sign up for an account at console.atlascloud.ai
2
Get your API key
Generate API keys for authentication
3
Make your first API call
Start using 400+ AI models through the unified API

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

Atlas Cloud

Global Regions

Managed inference infrastructure; specific regions are not published

Support

Comprehensive API documentation, SDK support, FAQ, and contact support

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