What is the difference between Empirio Labs and GMI Cloud?

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

Empirio Labs vs GMI Cloud

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

Empirio Labs

Provider 1

GPUs Available

Visit Website

GMI Cloud

Provider 2

GPUs Available

Visit Website

Comparison Overview

Total GPU Models

Empirio Labs GPUs

GMI Cloud GPUs

Direct Comparisons

GPU Pricing Comparison

Total GPUs: 4Both available: 0Empirio Labs: 0GMI Cloud: 4

Showing 4 of 4 GPUs

Last updated: 10/23/2026, 11:48:41 PM

GPU Model ↑	Empirio Labs 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: 10/22/2026 ★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: 10/22/2026 ★Best Price GMI Cloud
H100 SXM 80GB VRAM • GMI Cloud	Not Available	$2.60/hr★ Best	—	GMI Cloud
H100 SXM 80GB VRAM • Not Available GMI Cloud $2.60/hour Updated: 10/22/2026 ★Best Price GMI Cloud
H200 141GB VRAM • GMI Cloud	Not Available	$3.20/hr★ Best	—	GMI Cloud
H200 141GB VRAM • Not Available GMI Cloud $3.20/hour Updated: 10/22/2026 ★Best Price 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: 10/22/2026 ★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: 10/22/2026 ★Best Price GMI Cloud
H100 SXM 80GB VRAM • GMI Cloud	Not Available	$2.60/hr★ Best	—	GMI Cloud
H100 SXM 80GB VRAM • Not Available GMI Cloud $2.60/hour Updated: 10/22/2026 ★Best Price GMI Cloud
H200 141GB VRAM • GMI Cloud	Not Available	$3.20/hr★ Best	—	GMI Cloud
H200 141GB VRAM • Not Available GMI Cloud $3.20/hour Updated: 10/22/2026 ★Best Price GMI Cloud

LLM API Pricing Comparison

Total models: 77Both available: 19Empirio Labs: 29GMI Cloud: 67

Showing 15 of 77 models

Prices per 1M tokens · Last updated: 10/23/2026, 11:48:41 PM

Model ↑	Empirio Labs	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 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	$1.32 in $3.96 out	$0.957 in $1.91 out	$0.363
DeepSeek V4.1 Flash DeepSeek	$0.300 in $1.20 out	$0.180 in $0.720 out	$0.120
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	—
Gemini 4 Argon Google	Not available	$2.00 in $10.00 out	—

Features Comparison

Empirio Labs

Multi-format API
Requests can use the OpenAI Chat Completions, OpenAI Responses, Anthropic Messages or Google Gemini format with one set of credentials.
Large model catalog
The docs list 200+ language, image, video, audio and multimodal models from dozens of authors behind a single API.
GPU Cloud
Managed GPU instances for model serving, notebooks, ComfyUI or custom CUDA Docker images, billed by the second against the credit balance.
Hosted Agents
Private OpenClaw or Hermes agent runtimes that run on EmpirioLabs models and connect to chat channels and tools.
MCP server
Models and platform features are available to MCP clients such as Claude, ChatGPT and Cursor.

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

Empirio Labs

Advantages

One API key reaches language, image, video, audio and 3D generation models
Compatible with OpenAI, Anthropic and Gemini request formats
Pay-as-you-go prepaid credits with optional Lite, Pro and Max plans
Account usage API reports balance, request history and costs

Considerations

Default limits are 50 requests and 2,000,000 tokens per minute; higher limits are by request
Prepaid credits bought on or after 23 July 2026 expire after 12 months
Many catalog models are proprietary endpoints routed from other developers rather than self-hosted

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

Empirio Labs

GMI Cloud

Pricing Options

Empirio Labs

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

Empirio Labs

Get Started

1
Create an account
Sign up on the EmpirioLabs platform and open the dashboard.
2
Add credits
Top up the prepaid balance from the Billing page, or choose an optional plan.
3
Create an API key
Generate a key with the sk-empiriolabs- prefix and keep it server-side.
4
Send a request
Call the API using the OpenAI, Anthropic or Gemini request format with the key as a bearer token.

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

Empirio Labs

Global Regions

Global

Support

Email support@empiriolabs.ai; documentation at docs.empiriolabs.ai

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