What is the difference between Amazon AWS and Baseten?

Amazon AWS and Baseten 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 Baseten?

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 Baseten?

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 9 different GPU models across both Amazon AWS and Baseten, with 0 models available from both providers.

Amazon AWS vs Baseten

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

Amazon AWS

Provider 1

GPUs Available

Visit Website

Baseten

Provider 2

GPUs Available

Visit Website

Comparison Overview

Total GPU Models

Amazon AWS GPUs

Baseten GPUs

Direct Comparisons

Average Price Difference: $0.40/hour between comparable GPUs

GPU Pricing Comparison

Total GPUs: 9Both available: 6Amazon AWS: 7Baseten: 8

Showing 9 of 9 GPUs

Last updated: 9/28/2026, 7:01:14 AM

GPU Model ↑	Amazon AWS Price	Baseten Price	Price Diff ↕	Sources
A10 24GB VRAM • Amazon AWSBaseten	$1.01/hr★ Best	$1.21/hr	↓$0.20(16.7%)	AWS EC2 Pricing API Baseten
A10 24GB VRAM • Amazon AWS $1.01/hour Updated: 9/28/2026 ★Best Price Baseten $1.21/hour Updated: 9/28/2026 Price Difference:↓$0.20(16.7%) AWS EC2 Pricing API Baseten
A100 SXM 80GB VRAM • Amazon AWSBaseten	$2.74/hr★ Best 8x GPU	$4.00/hr 3x GPU	↓$1.26(31.4%)	AWS EC2 Pricing API Baseten
A100 SXM 80GB VRAM • Amazon AWS $2.74/hour 8x GPU configuration Updated: 9/28/2026 ★Best Price Baseten $4.00/hour 3x GPU configuration Updated: 9/28/2026 Price Difference:↓$1.26(31.4%) AWS EC2 Pricing API Baseten
B200 180GB VRAM • Baseten	Not Available	$9.98/hr★ Best	—	Baseten
B200 180GB VRAM • Not Available Baseten $9.98/hour Updated: 9/28/2026 ★Best Price Baseten
H100 SXM 80GB VRAM • Amazon AWSBaseten	$6.88/hr 8x GPU	$6.50/hr★ Best	↑+$0.38(+5.8%)	AWS EC2 Pricing API Baseten
H100 SXM 80GB VRAM • Amazon AWS $6.88/hour 8x GPU configuration Updated: 9/28/2026 Baseten $6.50/hour Updated: 9/28/2026 ★Best Price Price Difference:↑+$0.38(+5.8%) AWS EC2 Pricing API Baseten
H200 141GB VRAM • Amazon AWSBaseten	$7.91/hr 8x GPU	$7.50/hr★ Best	↑+$0.41(+5.5%)	AWS EC2 Pricing API Baseten
H200 141GB VRAM • Amazon AWS $7.91/hour 8x GPU configuration Updated: 9/28/2026 Baseten $7.50/hour Updated: 9/28/2026 ★Best Price Price Difference:↑+$0.41(+5.5%) AWS EC2 Pricing API Baseten
L4 24GB VRAM • Amazon AWSBaseten	$0.80/hr★ Best	$0.85/hr	↓$0.04(5.1%)	AWS EC2 Pricing API Baseten
L4 24GB VRAM • Amazon AWS $0.80/hour Updated: 9/28/2026 ★Best Price Baseten $0.85/hour Updated: 9/28/2026 Price Difference:↓$0.04(5.1%) AWS EC2 Pricing API Baseten
L40S 48GB VRAM • Amazon AWS	$1.86/hr★ Best	Not Available	—	AWS EC2 Pricing API
L40S 48GB VRAM • Amazon AWS $1.86/hour Updated: 9/28/2026 ★Best Price Not Available AWS EC2 Pricing API
RTX PRO 6000 96GB VRAM • Baseten	Not Available	$4.00/hr★ Best	—	Baseten
RTX PRO 6000 96GB VRAM • Not Available Baseten $4.00/hour Updated: 9/28/2026 ★Best Price Baseten
Tesla T4 16GB VRAM • Amazon AWSBaseten	$0.53/hr★ Best	$0.63/hr	↓$0.11(16.7%)	AWS EC2 Pricing API Baseten
Tesla T4 16GB VRAM • Amazon AWS $0.53/hour Updated: 9/28/2026 ★Best Price Baseten $0.63/hour Updated: 9/28/2026 Price Difference:↓$0.11(16.7%) AWS EC2 Pricing API Baseten

A10 24GB VRAM • Amazon AWSBaseten	$1.01/hr★ Best	$1.21/hr	↓$0.20(16.7%)	AWS EC2 Pricing API Baseten
A10 24GB VRAM • Amazon AWS $1.01/hour Updated: 9/28/2026 ★Best Price Baseten $1.21/hour Updated: 9/28/2026 Price Difference:↓$0.20(16.7%) AWS EC2 Pricing API Baseten
A100 SXM 80GB VRAM • Amazon AWSBaseten	$2.74/hr★ Best 8x GPU	$4.00/hr 3x GPU	↓$1.26(31.4%)	AWS EC2 Pricing API Baseten
A100 SXM 80GB VRAM • Amazon AWS $2.74/hour 8x GPU configuration Updated: 9/28/2026 ★Best Price Baseten $4.00/hour 3x GPU configuration Updated: 9/28/2026 Price Difference:↓$1.26(31.4%) AWS EC2 Pricing API Baseten
B200 180GB VRAM • Baseten	Not Available	$9.98/hr★ Best	—	Baseten
B200 180GB VRAM • Not Available Baseten $9.98/hour Updated: 9/28/2026 ★Best Price Baseten
H100 SXM 80GB VRAM • Amazon AWSBaseten	$6.88/hr 8x GPU	$6.50/hr★ Best	↑+$0.38(+5.8%)	AWS EC2 Pricing API Baseten
H100 SXM 80GB VRAM • Amazon AWS $6.88/hour 8x GPU configuration Updated: 9/28/2026 Baseten $6.50/hour Updated: 9/28/2026 ★Best Price Price Difference:↑+$0.38(+5.8%) AWS EC2 Pricing API Baseten
H200 141GB VRAM • Amazon AWSBaseten	$7.91/hr 8x GPU	$7.50/hr★ Best	↑+$0.41(+5.5%)	AWS EC2 Pricing API Baseten
H200 141GB VRAM • Amazon AWS $7.91/hour 8x GPU configuration Updated: 9/28/2026 Baseten $7.50/hour Updated: 9/28/2026 ★Best Price Price Difference:↑+$0.41(+5.5%) AWS EC2 Pricing API Baseten
L4 24GB VRAM • Amazon AWSBaseten	$0.80/hr★ Best	$0.85/hr	↓$0.04(5.1%)	AWS EC2 Pricing API Baseten
L4 24GB VRAM • Amazon AWS $0.80/hour Updated: 9/28/2026 ★Best Price Baseten $0.85/hour Updated: 9/28/2026 Price Difference:↓$0.04(5.1%) AWS EC2 Pricing API Baseten
L40S 48GB VRAM • Amazon AWS	$1.86/hr★ Best	Not Available	—	AWS EC2 Pricing API
L40S 48GB VRAM • Amazon AWS $1.86/hour Updated: 9/28/2026 ★Best Price Not Available AWS EC2 Pricing API
RTX PRO 6000 96GB VRAM • Baseten	Not Available	$4.00/hr★ Best	—	Baseten
RTX PRO 6000 96GB VRAM • Not Available Baseten $4.00/hour Updated: 9/28/2026 ★Best Price Baseten
Tesla T4 16GB VRAM • Amazon AWSBaseten	$0.53/hr★ Best	$0.63/hr	↓$0.11(16.7%)	AWS EC2 Pricing API Baseten
Tesla T4 16GB VRAM • Amazon AWS $0.53/hour Updated: 9/28/2026 ★Best Price Baseten $0.63/hour Updated: 9/28/2026 Price Difference:↓$0.11(16.7%) AWS EC2 Pricing API Baseten

LLM API Pricing Comparison

Total models: 62Both available: 1Amazon AWS: 55Baseten: 8

Showing 15 of 62 models

Prices per 1M tokens · Last updated: 9/28/2026, 7:01:13 AM

Model ↑	Amazon AWS	Baseten	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 Haiku 4.5 Anthropic	$1.10 in $5.50 out	Not available	—
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 Sonnet 4.5 Anthropic	$3.30 in $16.50 out	Not available	—
DeepSeek V3.2 DeepSeek	$0.620 in $1.85 out	Not available	—
DeepSeek V4 Flash DeepSeek	Not available	$0.130 in $0.260 out	—
DeepSeek V4 Pro DeepSeek	Not available	$1.32 in $3.96 out	—
DeepSeek V4.1 Flash DeepSeek	Not available	$0.300 in $1.20 out	—
Gemma 3 12B Google	$0.090 in $0.290 out	Not available	—
Gemma 3 27B Google	$0.230 in $0.380 out	Not available	—

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

Baseten

Model APIs
OpenAI- and Anthropic-compatible endpoints for hosted open models, billed per input, cached input, and output token
Dedicated deployments
Custom, fine-tuned, or open-source models on dedicated GPUs from T4 to B200 and RTX PRO 6000, in 1 to 8-GPU instances, with autoscaling
Training
Managed training jobs on the same GPU instance types, with checkpoints deployable to inference
Truss
Open-source packaging standard for serving models built in any framework
Self-hosted and hybrid
Enterprise deployments in the customer's VPC or split across Baseten's cloud and the customer's

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

Baseten

Advantages

Per-minute billing on dedicated GPUs
Per-token Model APIs and dedicated deployments from one account
SOC 2 Type II certified and HIPAA compliant
Multi-GPU instance sizes published with vCPU and memory

Considerations

Dedicated GPU rates are higher than raw GPU rental because they include the serving platform
Model API catalog is a curated set of models
Volume discounts and custom regions require a sales conversation

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

Baseten

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.

Baseten

Model APIs

Per 1M input, cached input, and output tokens

Dedicated deployments

Per minute of GPU instance time, scaled to zero when idle

Pro and Enterprise

Volume discounts, priority GPU access, and self-hosted options

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.

Baseten

Get Started

1
Create an account
Sign up; new accounts include credits
2
Call a Model API
Use an OpenAI-compatible client against a hosted model
3
Deploy a model
Package a model with Truss or pick one from the model library and choose a GPU instance type

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.

Baseten

Support

Email and in-app chat on Basic; dedicated Slack and Zoom support on Pro and Enterprise