What is the difference between GMI Cloud and Massed Compute?

GMI Cloud and Massed Compute 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: GMI Cloud or Massed Compute?

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 GMI Cloud and Massed Compute?

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 17 different GPU models across both GMI Cloud and Massed Compute, with 0 models available from both providers.

GMI Cloud vs Massed Compute

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

GMI Cloud

Provider 1

GPUs Available

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Massed Compute

Provider 2

GPUs Available

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Comparison Overview

Total GPU Models

GMI Cloud GPUs

Massed Compute GPUs

Direct Comparisons

Average Price Difference: $0.28/hour between comparable GPUs

GPU Pricing Comparison

Total GPUs: 17Both available: 2GMI Cloud: 4Massed Compute: 15

Showing 15 of 17 GPUs

Last updated: 10/27/2026, 5:34:59 PM

GPU Model ↑	GMI Cloud Price	Massed Compute Price	Price Diff ↕	Sources
A100 PCIe 80GB 80GB VRAM • Massed Compute	Not Available	$1.35/hr★ Best	—	Massed Compute API
A100 PCIe 80GB 80GB VRAM • Not Available Massed Compute $1.35/hour Updated: 10/27/2026 ★Best Price Massed Compute API
A100 SXM 80GB VRAM • Massed Compute	Not Available	$1.38/hr★ Best	—	Massed Compute API
A100 SXM 80GB VRAM • Not Available Massed Compute $1.38/hour Updated: 10/27/2026 ★Best Price Massed Compute API
A30 24GB VRAM • Massed Compute	Not Available	$0.35/hr★ Best	—	Massed Compute API
A30 24GB VRAM • Not Available Massed Compute $0.35/hour Updated: 10/27/2026 ★Best Price Massed Compute API
B200 180GB VRAM • GMI CloudMassed Compute	$5.00/hr★ Best	$5.43/hr 8x GPU	↓$0.43(8.0%)	GMI Cloud Massed Compute API
B200 180GB VRAM • GMI Cloud $5.00/hour Updated: 10/25/2026 ★Best Price Massed Compute $5.43/hour 8x GPU configuration Updated: 10/27/2026 Price Difference:↓$0.43(8.0%) GMI Cloud Massed Compute API
GB200 384GB VRAM • GMI Cloud	$8.00/hr★ Best	Not Available	—	GMI Cloud
GB200 384GB VRAM • GMI Cloud $8.00/hour Updated: 10/25/2026 ★Best Price Not Available GMI Cloud
H100 NVL 94GB VRAM • Massed Compute	Not Available	$2.92/hr★ Best 2x GPU	—	Massed Compute API
H100 NVL 94GB VRAM • Not Available Massed Compute $2.92/hour 2x GPU configuration Updated: 10/27/2026 ★Best Price Massed Compute API
H100 SXM 80GB VRAM • GMI CloudMassed Compute	$2.60/hr★ Best	$2.73/hr	↓$0.13(4.8%)	GMI Cloud Massed Compute API
H100 SXM 80GB VRAM • GMI Cloud $2.60/hour Updated: 10/25/2026 ★Best Price Massed Compute $2.73/hour Updated: 10/27/2026 Price Difference:↓$0.13(4.8%) GMI Cloud Massed Compute API
H200 141GB VRAM • GMI Cloud	$3.20/hr★ Best	Not Available	—	GMI Cloud
H200 141GB VRAM • GMI Cloud $3.20/hour Updated: 10/25/2026 ★Best Price Not Available GMI Cloud
H200 NVL 141GB VRAM • Massed Compute	Not Available	$3.62/hr★ Best	—	Massed Compute API
H200 NVL 141GB VRAM • Not Available Massed Compute $3.62/hour Updated: 10/27/2026 ★Best Price Massed Compute API
HGX B300 288GB VRAM • Massed Compute	Not Available	$6.60/hr★ Best 8x GPU	—	Massed Compute API
HGX B300 288GB VRAM • Not Available Massed Compute $6.60/hour 8x GPU configuration Updated: 10/27/2026 ★Best Price Massed Compute API
L40 40GB VRAM • Massed Compute	Not Available	$0.77/hr★ Best 4x GPU	—	Massed Compute API
L40 40GB VRAM • Not Available Massed Compute $0.77/hour 4x GPU configuration Updated: 10/27/2026 ★Best Price Massed Compute API
L40S 48GB VRAM • Massed Compute	Not Available	$0.97/hr★ Best	—	Massed Compute API
L40S 48GB VRAM • Not Available Massed Compute $0.97/hour Updated: 10/27/2026 ★Best Price Massed Compute API
RTX 6000 Ada 48GB VRAM • Massed Compute	Not Available	$0.79/hr★ Best	—	Massed Compute API
RTX 6000 Ada 48GB VRAM • Not Available Massed Compute $0.79/hour Updated: 10/27/2026 ★Best Price Massed Compute API
RTX A5000 24GB VRAM • Massed Compute	Not Available	$0.44/hr★ Best	—	Massed Compute API
RTX A5000 24GB VRAM • Not Available Massed Compute $0.44/hour Updated: 10/27/2026 ★Best Price Massed Compute API
RTX A6000 48GB VRAM • Massed Compute	Not Available	$0.50/hr★ Best	—	Massed Compute API
RTX A6000 48GB VRAM • Not Available Massed Compute $0.50/hour Updated: 10/27/2026 ★Best Price Massed Compute API

A100 PCIe 80GB 80GB VRAM • Massed Compute	Not Available	$1.35/hr★ Best	—	Massed Compute API
A100 PCIe 80GB 80GB VRAM • Not Available Massed Compute $1.35/hour Updated: 10/27/2026 ★Best Price Massed Compute API
A100 SXM 80GB VRAM • Massed Compute	Not Available	$1.38/hr★ Best	—	Massed Compute API
A100 SXM 80GB VRAM • Not Available Massed Compute $1.38/hour Updated: 10/27/2026 ★Best Price Massed Compute API
A30 24GB VRAM • Massed Compute	Not Available	$0.35/hr★ Best	—	Massed Compute API
A30 24GB VRAM • Not Available Massed Compute $0.35/hour Updated: 10/27/2026 ★Best Price Massed Compute API
B200 180GB VRAM • GMI CloudMassed Compute	$5.00/hr★ Best	$5.43/hr 8x GPU	↓$0.43(8.0%)	GMI Cloud Massed Compute API
B200 180GB VRAM • GMI Cloud $5.00/hour Updated: 10/25/2026 ★Best Price Massed Compute $5.43/hour 8x GPU configuration Updated: 10/27/2026 Price Difference:↓$0.43(8.0%) GMI Cloud Massed Compute API
GB200 384GB VRAM • GMI Cloud	$8.00/hr★ Best	Not Available	—	GMI Cloud
GB200 384GB VRAM • GMI Cloud $8.00/hour Updated: 10/25/2026 ★Best Price Not Available GMI Cloud
H100 NVL 94GB VRAM • Massed Compute	Not Available	$2.92/hr★ Best 2x GPU	—	Massed Compute API
H100 NVL 94GB VRAM • Not Available Massed Compute $2.92/hour 2x GPU configuration Updated: 10/27/2026 ★Best Price Massed Compute API
H100 SXM 80GB VRAM • GMI CloudMassed Compute	$2.60/hr★ Best	$2.73/hr	↓$0.13(4.8%)	GMI Cloud Massed Compute API
H100 SXM 80GB VRAM • GMI Cloud $2.60/hour Updated: 10/25/2026 ★Best Price Massed Compute $2.73/hour Updated: 10/27/2026 Price Difference:↓$0.13(4.8%) GMI Cloud Massed Compute API
H200 141GB VRAM • GMI Cloud	$3.20/hr★ Best	Not Available	—	GMI Cloud
H200 141GB VRAM • GMI Cloud $3.20/hour Updated: 10/25/2026 ★Best Price Not Available GMI Cloud
H200 NVL 141GB VRAM • Massed Compute	Not Available	$3.62/hr★ Best	—	Massed Compute API
H200 NVL 141GB VRAM • Not Available Massed Compute $3.62/hour Updated: 10/27/2026 ★Best Price Massed Compute API
HGX B300 288GB VRAM • Massed Compute	Not Available	$6.60/hr★ Best 8x GPU	—	Massed Compute API
HGX B300 288GB VRAM • Not Available Massed Compute $6.60/hour 8x GPU configuration Updated: 10/27/2026 ★Best Price Massed Compute API
L40 40GB VRAM • Massed Compute	Not Available	$0.77/hr★ Best 4x GPU	—	Massed Compute API
L40 40GB VRAM • Not Available Massed Compute $0.77/hour 4x GPU configuration Updated: 10/27/2026 ★Best Price Massed Compute API
L40S 48GB VRAM • Massed Compute	Not Available	$0.97/hr★ Best	—	Massed Compute API
L40S 48GB VRAM • Not Available Massed Compute $0.97/hour Updated: 10/27/2026 ★Best Price Massed Compute API
RTX 6000 Ada 48GB VRAM • Massed Compute	Not Available	$0.79/hr★ Best	—	Massed Compute API
RTX 6000 Ada 48GB VRAM • Not Available Massed Compute $0.79/hour Updated: 10/27/2026 ★Best Price Massed Compute API
RTX A5000 24GB VRAM • Massed Compute	Not Available	$0.44/hr★ Best	—	Massed Compute API
RTX A5000 24GB VRAM • Not Available Massed Compute $0.44/hour Updated: 10/27/2026 ★Best Price Massed Compute API
RTX A6000 48GB VRAM • Massed Compute	Not Available	$0.50/hr★ Best	—	Massed Compute API
RTX A6000 48GB VRAM • Not Available Massed Compute $0.50/hour Updated: 10/27/2026 ★Best Price Massed Compute API

LLM API Pricing Comparison

Total models: 68Both available: 0GMI Cloud: 68Massed Compute: 0

Showing 15 of 68 models

Prices per 1M tokens · Last updated: 10/27/2026, 5:34:59 PM

Model ↑	GMI Cloud	Massed Compute	Input Diff ↕
DeepSeek R1 DeepSeek	$0.570 in $2.29 out	Not available	—
DeepSeek V3 DeepSeek	$0.290 in $1.14 out	Not available	—
DeepSeek V4 Flash DeepSeek	$0.091 in $0.182 out	Not available	—
DeepSeek V4 Flash Vision DeepSeek	$0.440 in $1.32 out	Not available	—
DeepSeek V4 Pro DeepSeek	$0.957 in $1.91 out	Not available	—
DeepSeek V4.1 Flash DeepSeek	$0.180 in $0.720 out	Not available	—
Gemini 3 Flash Google	$0.500 in $3.00 out	Not available	—
Gemini 3.1 Flash Lite Google	$0.250 in $1.50 out	Not available	—
Gemini 3.1 Pro Google	$2.00 in $12.00 out	Not available	—
Gemini 3.5 Flash Google	$1.50 in $9.00 out	Not available	—
Gemini 3.5 Flash-Lite Google	$0.300 in $2.50 out	Not available	—
Gemini 3.6 Flash Google	$1.50 in $7.50 out	Not available	—
Gemini 3.7 Flash Google	$0.750 in $3.75 out	Not available	—
Gemini 3.8 Flash Google	$0.750 in $3.75 out	Not available	—
Gemini 4 Argon Google	$2.00 in $10.00 out	Not available	—

Features Comparison

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

Massed Compute

NVIDIA Preferred Partner
Assurance of fully-supported, high-performance NVIDIA GPU solutions
SOC 2 Type II Compliant
Independent attestation of security, availability, and confidentiality controls
HIPAA & GDPR
HIPAA and GDPR compliance listed alongside SOC 2, including on single-tenant bare-metal servers
MCP Server
Provision and manage GPU VMs from an AI agent through Massed Compute's MCP integration
On-Demand & Bare-Metal Options
Hourly VMs or single-tenant servers—no long-term contracts
Inventory API
REST API to list, provision, manage, and retire GPU instances programmatically

Pros & Cons

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

Massed Compute

Advantages

Broad catalog of NVIDIA GPUs from A30 up to B200 and B300
Very competitive hourly pricing with no hidden bandwidth fees
Owned hardware—no ‘middle-man’ latency or support hand-offs
Direct access to engineers for GPU & driver questions

Considerations

Data-center footprint limited to the United States
No AMD GPU options at present
You must maintain a prepaid credit balance to launch VMs

Compute Services

GMI Cloud

Massed Compute

On-Demand GPU Instances

Self-service VMs billed hourly; configurable 1-, 2-, 4- or 8-GPU nodes

Bare-Metal GPU Servers

Single-tenant servers with full hardware control and optional NVLink interconnects

No virtualization overhead
Customisable CPU, RAM, storage & network fabric

GPU Clusters

Reserved multi-node clusters networked for distributed training

InfiniBand-connected clusters from 8 to 512+ nodes
Long-term reservation guarantees capacity

Pricing Options

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

Massed Compute

On-Demand Instances

Hourly VMs with no long-term contracts and no bandwidth charges

Bare Metal & Clusters

Custom-quoted single-tenant servers and InfiniBand clusters, including commitment pricing

Inventory API

Wholesale pricing for platforms reselling the catalog via the REST API

Getting Started

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

Massed Compute

Get Started

1
Create an account
Sign up and confirm email to access the console
2
Add billing credits
Add a credit card or pay with crypto, then set a minimum balance and auto-recharge amount
3
Select a GPU template
Choose GPU type, quantity, and OS image from the catalog
4
Launch via VDI or SSH
Boot the VM, connect in one click, or use the API

Support & Global Availability

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

Massed Compute

Global Regions

Tier III U.S. data centers (multiple sites in low-cost power markets)

Support

Documentation portal, Discord community, email ticketing, and direct engineer chat ('Ask AI Expert')