What is the difference between Amazon AWS and Deep Infra?

Amazon AWS and Deep Infra 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: Amazon AWS or Deep Infra?

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 Amazon AWS and Deep Infra?

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 10 different GPU models across both Amazon AWS and Deep Infra, with 0 models available from both providers.

Amazon AWS vs Deep Infra

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

Amazon AWS

Provider 1

GPUs Available

Visit Website

Deep Infra

Provider 2

GPUs Available

Visit Website

Comparison Overview

Total GPU Models

Amazon AWS GPUs

Deep Infra GPUs

Direct Comparisons

Average Price Difference: $4.15/hour between comparable GPUs

GPU Pricing Comparison

Total GPUs: 10Both available: 3Amazon AWS: 8Deep Infra: 5

Showing 10 of 10 GPUs

Last updated: 10/15/2026, 1:57:38 AM

GPU Model ↑	Amazon AWS Price	Deep Infra Price	Price Diff ↕	Sources
A10 24GB VRAM • Amazon AWS	$1.01/hr★ Best	Not Available	—	AWS EC2 Pricing API
A10 24GB VRAM • Amazon AWS $1.01/hour Updated: 10/14/2026 ★Best Price Not Available AWS EC2 Pricing API
A100 SXM 80GB VRAM • Amazon AWSDeep Infra	$3.43/hr 8x GPU	$0.89/hr★ Best	↑+$2.54(+285.5%)	AWS EC2 Pricing API Deep Infra
A100 SXM 80GB VRAM • Amazon AWS $3.43/hour 8x GPU configuration Updated: 10/14/2026 Deep Infra $0.89/hour Updated: 10/14/2026 ★Best Price Price Difference:↑+$2.54(+285.5%) AWS EC2 Pricing API Deep Infra
A100 SXM 40GB 40GB VRAM • Amazon AWS	$2.74/hr★ Best 8x GPU	Not Available	—	AWS EC2 Pricing API
A100 SXM 40GB 40GB VRAM • Amazon AWS $2.74/hour 8x GPU configuration Updated: 10/14/2026 ★Best Price Not Available AWS EC2 Pricing API
B200 180GB VRAM • Deep Infra	Not Available	$3.69/hr★ Best	—	Deep Infra
B200 180GB VRAM • Not Available Deep Infra $3.69/hour Updated: 10/14/2026 ★Best Price Deep Infra
H100 SXM 80GB VRAM • Amazon AWSDeep Infra	$6.88/hr 8x GPU	$2.20/hr★ Best	↑+$4.68(+212.7%)	AWS EC2 Pricing API Deep Infra
H100 SXM 80GB VRAM • Amazon AWS $6.88/hour 8x GPU configuration Updated: 10/14/2026 Deep Infra $2.20/hour Updated: 10/14/2026 ★Best Price Price Difference:↑+$4.68(+212.7%) AWS EC2 Pricing API Deep Infra
H200 141GB VRAM • Amazon AWSDeep Infra	$7.91/hr 8x GPU	$2.69/hr★ Best	↑+$5.22(+194.1%)	AWS EC2 Pricing API Deep Infra
H200 141GB VRAM • Amazon AWS $7.91/hour 8x GPU configuration Updated: 10/14/2026 Deep Infra $2.69/hour Updated: 10/14/2026 ★Best Price Price Difference:↑+$5.22(+194.1%) AWS EC2 Pricing API Deep Infra
HGX B300 288GB VRAM • Deep Infra	Not Available	$4.89/hr★ Best	—	Deep Infra
HGX B300 288GB VRAM • Not Available Deep Infra $4.89/hour Updated: 10/14/2026 ★Best Price Deep Infra
L4 24GB VRAM • Amazon AWS	$0.80/hr★ Best	Not Available	—	AWS EC2 Pricing API
L4 24GB VRAM • Amazon AWS $0.80/hour Updated: 10/14/2026 ★Best Price Not Available AWS EC2 Pricing API
L40S 48GB VRAM • Amazon AWS	$1.86/hr★ Best	Not Available	—	AWS EC2 Pricing API
L40S 48GB VRAM • Amazon AWS $1.86/hour Updated: 10/14/2026 ★Best Price Not Available AWS EC2 Pricing API
Tesla T4 16GB VRAM • Amazon AWS	$0.53/hr★ Best	Not Available	—	AWS EC2 Pricing API
Tesla T4 16GB VRAM • Amazon AWS $0.53/hour Updated: 10/14/2026 ★Best Price Not Available AWS EC2 Pricing API

A10 24GB VRAM • Amazon AWS	$1.01/hr★ Best	Not Available	—	AWS EC2 Pricing API
A10 24GB VRAM • Amazon AWS $1.01/hour Updated: 10/14/2026 ★Best Price Not Available AWS EC2 Pricing API
A100 SXM 80GB VRAM • Amazon AWSDeep Infra	$3.43/hr 8x GPU	$0.89/hr★ Best	↑+$2.54(+285.5%)	AWS EC2 Pricing API Deep Infra
A100 SXM 80GB VRAM • Amazon AWS $3.43/hour 8x GPU configuration Updated: 10/14/2026 Deep Infra $0.89/hour Updated: 10/14/2026 ★Best Price Price Difference:↑+$2.54(+285.5%) AWS EC2 Pricing API Deep Infra
A100 SXM 40GB 40GB VRAM • Amazon AWS	$2.74/hr★ Best 8x GPU	Not Available	—	AWS EC2 Pricing API
A100 SXM 40GB 40GB VRAM • Amazon AWS $2.74/hour 8x GPU configuration Updated: 10/14/2026 ★Best Price Not Available AWS EC2 Pricing API
B200 180GB VRAM • Deep Infra	Not Available	$3.69/hr★ Best	—	Deep Infra
B200 180GB VRAM • Not Available Deep Infra $3.69/hour Updated: 10/14/2026 ★Best Price Deep Infra
H100 SXM 80GB VRAM • Amazon AWSDeep Infra	$6.88/hr 8x GPU	$2.20/hr★ Best	↑+$4.68(+212.7%)	AWS EC2 Pricing API Deep Infra
H100 SXM 80GB VRAM • Amazon AWS $6.88/hour 8x GPU configuration Updated: 10/14/2026 Deep Infra $2.20/hour Updated: 10/14/2026 ★Best Price Price Difference:↑+$4.68(+212.7%) AWS EC2 Pricing API Deep Infra
H200 141GB VRAM • Amazon AWSDeep Infra	$7.91/hr 8x GPU	$2.69/hr★ Best	↑+$5.22(+194.1%)	AWS EC2 Pricing API Deep Infra
H200 141GB VRAM • Amazon AWS $7.91/hour 8x GPU configuration Updated: 10/14/2026 Deep Infra $2.69/hour Updated: 10/14/2026 ★Best Price Price Difference:↑+$5.22(+194.1%) AWS EC2 Pricing API Deep Infra
HGX B300 288GB VRAM • Deep Infra	Not Available	$4.89/hr★ Best	—	Deep Infra
HGX B300 288GB VRAM • Not Available Deep Infra $4.89/hour Updated: 10/14/2026 ★Best Price Deep Infra
L4 24GB VRAM • Amazon AWS	$0.80/hr★ Best	Not Available	—	AWS EC2 Pricing API
L4 24GB VRAM • Amazon AWS $0.80/hour Updated: 10/14/2026 ★Best Price Not Available AWS EC2 Pricing API
L40S 48GB VRAM • Amazon AWS	$1.86/hr★ Best	Not Available	—	AWS EC2 Pricing API
L40S 48GB VRAM • Amazon AWS $1.86/hour Updated: 10/14/2026 ★Best Price Not Available AWS EC2 Pricing API
Tesla T4 16GB VRAM • Amazon AWS	$0.53/hr★ Best	Not Available	—	AWS EC2 Pricing API
Tesla T4 16GB VRAM • Amazon AWS $0.53/hour Updated: 10/14/2026 ★Best Price Not Available AWS EC2 Pricing API

LLM API Pricing Comparison

Total models: 115Both available: 11Amazon AWS: 56Deep Infra: 70

Showing 15 of 115 models

Prices per 1M tokens · Last updated: 10/15/2026, 1:57:38 AM

Model ↑	Amazon AWS	Deep Infra	Input Diff ↕
Claude 3 Haiku Anthropic	$0.250 in $1.25 out	Not available	—
Claude 3.5 Haiku Anthropic	$0.800 in $4.00 out	Not available	—
Claude 3.5 Sonnet Anthropic	$3.00 in $15.00 out	Not available	—
Claude 3.7 Sonnet Anthropic	$3.00 in $15.00 out	Not available	—
Claude Fable 5 Anthropic	Not available	$10.00 in $50.00 out	—
Claude Haiku 4.5 Anthropic	$1.10 in $5.50 out	$1.00 in $5.00 out	$0.100
Claude Opus 4.1 Anthropic	$15.00 in $75.00 out	Not available	—
Claude Opus 4.5 Anthropic	$5.50 in $27.50 out	Not available	—
Claude Opus 4.6 Anthropic	$5.50 in $27.50 out	Not available	—
Claude Opus 4.7 Anthropic	Not available	$5.00 in $25.00 out	—
Claude Opus 4.8 Anthropic	Not available	$5.00 in $25.00 out	—
Claude Opus 5 Anthropic	Not available	$5.00 in $25.00 out	—
Claude Opus 5.5 Anthropic	Not available	$4.00 in $20.00 out	—
Claude Sonnet 4.5 Anthropic	$3.30 in $16.50 out	Not available	—
Claude Sonnet 4.6 Anthropic	Not available	$3.00 in $15.00 out	—

Features Comparison

Amazon AWS

Global Infrastructure
Extensive network of data centers across multiple regions worldwide
Pay-as-you-go Pricing
Flexible pricing model with no upfront commitments required
Advanced Security
Comprehensive security tools and compliance certifications
Auto Scaling
Automatically adjust resources based on demand
Integrated Services
Extensive ecosystem of services that work seamlessly together
Developer Tools
Comprehensive suite of tools for development, deployment, and management

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

Pros & Cons

Amazon AWS

Advantages

Broad range of compute options including GPUs
Highly scalable and reliable infrastructure
Pay-as-you-go pricing with cost optimization tools
Extensive global network of data centers

Considerations

Complex pricing structure
Steep learning curve for new users
Potential for unexpected costs without proper management

Deep Infra

Advantages

Simple OpenAI-compatible API alongside controllable GPU rentals
Competitive hourly rates for NVIDIA GPUs including 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

Compute Services

Amazon AWS

Amazon EC2

Virtual servers in the cloud with a wide range of instance types.

Amazon ECS

Fully managed container orchestration service.

Support for Docker containers
Integration with other AWS services

Amazon EKS

Managed Kubernetes service for container orchestration.

Certified Kubernetes conformant
Integrates with AWS networking and security 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

Pricing Options

Amazon AWS

On-Demand Instances

Pay for compute capacity by the second with no long-term commitments.

Spot Instances

Use spare EC2 capacity at up to 90% off the On-Demand price.

Reserved Instances

Save up to 72% compared to On-Demand pricing with a 1 or 3-year commitment.

Savings Plans

Save up to 72% on compute usage with a 1 or 3-year commitment to a consistent amount of usage.

EC2 Capacity Blocks for ML

Reserve accelerated compute capacity for a future start date and a defined duration; billed as an upfront reservation fee plus an operating system fee.

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

Getting Started

Amazon AWS

Get Started

1
Sign up for AWS
Create an AWS account to access the cloud platform.
2
Choose a compute service
Select from EC2, Lambda, or container services based on your workload needs.
3
Launch an instance
Configure and launch your first compute instance or container.
4
Set up security
Configure security groups and access controls for your resources.
5
Monitor and optimize
Use AWS CloudWatch and Compute Optimizer to monitor performance and reduce costs.

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

Support & Global Availability

Amazon AWS

Global Regions

39 geographic regions and 123 availability zones worldwide.

Support

Basic (free), Developer, Business, Enterprise support plans with varying response times and features. Extensive documentation, forums, and training resources.

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.