What is the difference between Deep Infra and UpCloud?

Deep Infra and UpCloud 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: Deep Infra or UpCloud?

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 Deep Infra and UpCloud?

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 8 different GPU models across both Deep Infra and UpCloud, with 0 models available from both providers.

Deep Infra vs UpCloud

Compare GPU and LLM inference API pricing between Deep Infra and UpCloud. Find the best rates for AI training, inference, and ML workloads.

Deep Infra

Provider 1

GPUs Available

Visit Website

UpCloud

Provider 2

GPUs Available

Visit Website

Comparison Overview

Total GPU Models

Deep Infra GPUs

UpCloud GPUs

Direct Comparisons

Average Price Difference: $0.34/hour between comparable GPUs

GPU Pricing Comparison

Total GPUs: 8Both available: 3Deep Infra: 5UpCloud: 6

Showing 8 of 8 GPUs

Last updated: 10/5/2026, 11:56:37 PM

GPU Model ↑	Deep Infra Price	UpCloud Price	Price Diff ↕	Sources
A100 SXM 80GB VRAM • Deep Infra	$0.89/hr★ Best	Not Available	—	Deep Infra
A100 SXM 80GB VRAM • Deep Infra $0.89/hour Updated: 10/5/2026 ★Best Price Not Available Deep Infra
B200 180GB VRAM • Deep InfraUpCloud	$3.69/hr★ Best	$3.79/hr	↓$0.10(2.7%)	Deep Infra UpCloud
B200 180GB VRAM • Deep Infra $3.69/hour Updated: 10/5/2026 ★Best Price UpCloud $3.79/hour Updated: 10/5/2026 Price Difference:↓$0.10(2.7%) Deep Infra UpCloud
H100 SXM 80GB VRAM • Deep InfraUpCloud	$2.20/hr	$2.00/hr★ Best	↑+$0.20(+10.1%)	Deep Infra UpCloud
H100 SXM 80GB VRAM • Deep Infra $2.20/hour Updated: 10/5/2026 UpCloud $2.00/hour Updated: 10/5/2026 ★Best Price Price Difference:↑+$0.20(+10.1%) Deep Infra UpCloud
H200 141GB VRAM • Deep Infra	$2.69/hr★ Best	Not Available	—	Deep Infra
H200 141GB VRAM • Deep Infra $2.69/hour Updated: 10/5/2026 ★Best Price Not Available Deep Infra
HGX B300 288GB VRAM • Deep InfraUpCloud	$4.89/hr★ Best	$5.61/hr	↓$0.72(12.9%)	Deep Infra UpCloud
HGX B300 288GB VRAM • Deep Infra $4.89/hour Updated: 10/5/2026 ★Best Price UpCloud $5.61/hour Updated: 10/5/2026 Price Difference:↓$0.72(12.9%) Deep Infra UpCloud
L4 24GB VRAM • UpCloud	Not Available	$0.64/hr★ Best	—	UpCloud
L4 24GB VRAM • Not Available UpCloud $0.64/hour Updated: 10/5/2026 ★Best Price UpCloud
L40S 48GB VRAM • UpCloud	Not Available	$0.93/hr★ Best	—	UpCloud
L40S 48GB VRAM • Not Available UpCloud $0.93/hour Updated: 10/5/2026 ★Best Price UpCloud
RTX PRO 6000 96GB VRAM • UpCloud	Not Available	$0.98/hr★ Best	—	UpCloud
RTX PRO 6000 96GB VRAM • Not Available UpCloud $0.98/hour Updated: 10/5/2026 ★Best Price UpCloud

A100 SXM 80GB VRAM • Deep Infra	$0.89/hr★ Best	Not Available	—	Deep Infra
A100 SXM 80GB VRAM • Deep Infra $0.89/hour Updated: 10/5/2026 ★Best Price Not Available Deep Infra
B200 180GB VRAM • Deep InfraUpCloud	$3.69/hr★ Best	$3.79/hr	↓$0.10(2.7%)	Deep Infra UpCloud
B200 180GB VRAM • Deep Infra $3.69/hour Updated: 10/5/2026 ★Best Price UpCloud $3.79/hour Updated: 10/5/2026 Price Difference:↓$0.10(2.7%) Deep Infra UpCloud
H100 SXM 80GB VRAM • Deep InfraUpCloud	$2.20/hr	$2.00/hr★ Best	↑+$0.20(+10.1%)	Deep Infra UpCloud
H100 SXM 80GB VRAM • Deep Infra $2.20/hour Updated: 10/5/2026 UpCloud $2.00/hour Updated: 10/5/2026 ★Best Price Price Difference:↑+$0.20(+10.1%) Deep Infra UpCloud
H200 141GB VRAM • Deep Infra	$2.69/hr★ Best	Not Available	—	Deep Infra
H200 141GB VRAM • Deep Infra $2.69/hour Updated: 10/5/2026 ★Best Price Not Available Deep Infra
HGX B300 288GB VRAM • Deep InfraUpCloud	$4.89/hr★ Best	$5.61/hr	↓$0.72(12.9%)	Deep Infra UpCloud
HGX B300 288GB VRAM • Deep Infra $4.89/hour Updated: 10/5/2026 ★Best Price UpCloud $5.61/hour Updated: 10/5/2026 Price Difference:↓$0.72(12.9%) Deep Infra UpCloud
L4 24GB VRAM • UpCloud	Not Available	$0.64/hr★ Best	—	UpCloud
L4 24GB VRAM • Not Available UpCloud $0.64/hour Updated: 10/5/2026 ★Best Price UpCloud
L40S 48GB VRAM • UpCloud	Not Available	$0.93/hr★ Best	—	UpCloud
L40S 48GB VRAM • Not Available UpCloud $0.93/hour Updated: 10/5/2026 ★Best Price UpCloud
RTX PRO 6000 96GB VRAM • UpCloud	Not Available	$0.98/hr★ Best	—	UpCloud
RTX PRO 6000 96GB VRAM • Not Available UpCloud $0.98/hour Updated: 10/5/2026 ★Best Price UpCloud

LLM API Pricing Comparison

Total models: 75Both available: 0Deep Infra: 75UpCloud: 0

Showing 15 of 75 models

Prices per 1M tokens · Last updated: 10/5/2026, 11:56:37 PM

Model ↑	Deep Infra	UpCloud	Input Diff ↕
Claude Fable 5 Anthropic	$10.00 in $50.00 out	Not available	—
Claude Haiku 4.5 Anthropic	$1.00 in $5.00 out	Not available	—
Claude Opus 4.7 Anthropic	$5.00 in $25.00 out	Not available	—
Claude Opus 4.8 Anthropic	$5.00 in $25.00 out	Not available	—
Claude Opus 5 Anthropic	$5.00 in $25.00 out	Not available	—
Claude Opus 5.5 Anthropic	$4.00 in $20.00 out	Not available	—
Claude Sonnet 4.6 Anthropic	$3.00 in $15.00 out	Not available	—
Claude Sonnet 5 Anthropic	$3.00 in $15.00 out	Not available	—
Claude Sonnet 5.5 Anthropic	$2.00 in $10.00 out	Not available	—
DeepSeek R1 DeepSeek	$0.500 in $2.15 out	Not available	—
DeepSeek V3 DeepSeek	$0.320 in $0.890 out	Not available	—
DeepSeek V3.1 DeepSeek	$0.250 in $0.950 out	Not available	—
DeepSeek V3.2 DeepSeek	$0.260 in $0.380 out	Not available	—
DeepSeek V4 Flash DeepSeek	$0.060 in $0.180 out	Not available	—
DeepSeek V4 Flash Vision DeepSeek	$0.440 in $1.32 out	Not available	—

Features Comparison

Deep Infra

Drop-in OpenAI Replacement
OpenAI-compatible API for 100+ models including DeepSeek, Qwen, Llama 4, Claude, and Gemini families with autoscaling
Dedicated GPU Rentals
B200 instances with SSH access spin up in about 10 seconds and bill hourly
Custom LLM Deployments
Deploy your own Hugging Face models onto dedicated A100, H100, H200, B200, or B300 GPUs
Transparent GPU Pricing
Published per-GPU hourly rates for A100, H100, H200, B200, and B300 with competitive pricing
Owned Inference Infrastructure
Runs on its own inference-optimized hardware in US-based data centers rather than rented capacity
Comprehensive AI APIs
Support for text generation, vision and OCR, embeddings and reranking, image, video and music generation, and speech recognition and synthesis

UpCloud

Dedicated GPUs
No shared hardware — each GPU is always dedicated to a single server with full performance isolation
100% Renewable Energy
Helsinki data center powered entirely by renewable energy with up to 90% waste heat recovery for district heating
European Data Sovereignty
GDPR-compliant, ISO 27001-certified infrastructure in Finland; UpCloud is also a CISPE member
Zero-Cost Data Transfer
No egress fees — outbound data transfer is included at no extra cost on all plans, subject to a Fair Transfer Policy
Usage-Based Billing
Pay only for active compute time with hourly billing, no rigid contracts or long-term commitments required
99.999% Uptime SLA
Published uptime commitment covering GPU Servers, Premium and Cloud Native servers, and managed databases; entry-level Starter cloud servers carry a 99.99% SLA

Pros & Cons

Deep Infra

Advantages

Simple OpenAI-compatible API alongside controllable GPU rentals
Competitive hourly rates for flagship NVIDIA GPUs including latest B200 and B300
Fast provisioning with SSH access for dedicated instances (ready in ~10 seconds)
Supports custom deployments in addition to hosted public models

Considerations

Infrastructure is US-based only, with no published international regions
Primarily focused on inference and GPU rentals rather than broader cloud services
Newer player compared to established cloud providers

UpCloud

Advantages

100% renewable energy with waste heat recovery — strong sustainability credentials
Zero-cost egress eliminates surprise data transfer bills
GDPR-compliant EU data sovereignty in Finland
Dedicated GPUs with no shared hardware

Considerations

GPU servers concentrated in Helsinki, Finland — limited multi-region GPU presence despite a 15-data-center platform footprint
Smaller GPU selection than major hyperscalers and dedicated GPU clouds

Compute Services

Deep Infra

Serverless Inference

Hosted model APIs with autoscaling on Deep Infra's own inference infrastructure.

Drop-in OpenAI replacement - swap base URL, keep existing code
100+ models including the DeepSeek V4, Qwen 3.7, Llama 4, Claude 5, Gemini 3.5, Gemma 4, GLM-5, Kimi K2.7, and Nemotron 3 families

Dedicated GPU Instances

On-demand GPU nodes with SSH access for custom workloads.

GPU Clusters

Multi-node B200 and B300 clusters with SSH access for training and full-control workloads.

Rent a B200 or B300 cluster and run arbitrary workloads
On-demand DGX B300 configurations billed per instance-hour

UpCloud

GPU Servers

On-demand and spot NVIDIA L4, L40S, H100, and B200 GPU instances with dedicated hardware and AMD EPYC processors

Private Cloud GPUs

Dedicated private cloud infrastructure with NVIDIA L4, L40S, and H200 NVL GPUs

Pricing Options

Deep Infra

Serverless pay-per-token

OpenAI-compatible inference APIs billed per input and output token, with no idle GPU time or minimums

Dedicated GPU hourly rates

Published transparent hourly pricing for A100, H100, H200, B200, and B300 GPUs with pay-as-you-go billing

Per-execution-time billing

Non-LLM models are billed for inference execution time rather than per token

Cached input pricing

Prompt-cached input tokens are billed at a lower rate than uncached input tokens

No long-term commitments

Flexible hourly billing for dedicated instances with no prepayments, contracts, or minimums required

UpCloud

On-Demand GPU Servers

Hourly billing for L4, L40S, H100, and B200 GPU instances with no upfront commitment — pay only for active compute time

Spot GPU Servers

Discounted spot pricing for GPU Servers, offering lower hourly rates for interruptible workloads

Private Cloud GPUs

Fixed monthly pricing for dedicated private cloud GPU infrastructure with L4, L40S, and H200 NVL

Getting Started

Deep Infra

Get Started

1
Create an account
Sign up (GitHub-supported) and open the Deep Infra dashboard
2
Enable billing
Add a payment method to unlock GPU rentals and API usage
3
Pick a GPU option
Choose serverless APIs or dedicated A100, H100, H200, B200, or B300 instances
4
Launch and connect
Start instances with SSH access or call the OpenAI-compatible API endpoints
5
Monitor usage
Track spend and instance status from the dashboard and shut down when idle

UpCloud

Get Started

1
Create an UpCloud account
Sign up at upcloud.com and complete account verification; a 30-day free trial with starting credits is available
2
Select a GPU server plan
Choose from NVIDIA L4, L40S, H100, or B200 GPU configurations with varying vCPU and RAM options
3
Deploy with AI/ML template
Use pre-configured GPU Ubuntu templates to get started quickly with CUDA and ML frameworks
4
Attach storage
Add block storage devices (1 GB–4 TB each) from any storage tier for your operating system and data

Support & Global Availability

Deep Infra

Global Regions

Runs on self-operated, inference-optimized infrastructure in US-based data centers; no international region list is published.

Support

Documentation site, dashboard guidance, Discord community, feedback email (feedback@deepinfra.com), and contact-sales options.

UpCloud

Global Regions

15 data centers across 12 countries spanning Northern Europe, Central Europe, North America, and Asia Pacific; GPU Servers are concentrated in Helsinki, Finland (Telia Helsinki Data Center)

Support

In-house technical support available 24/7 via live chat and email, plus documentation, tutorials, an API reference at developers.upcloud.com, and a public status page