What is the difference between Amazon AWS and Beam?

Amazon AWS and Beam 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 Beam?

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 Beam?

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 Beam, with 0 models available from both providers.

Amazon AWS vs Beam

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

Amazon AWS

Provider 1

GPUs Available

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Beam

Provider 2

GPUs Available

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Comparison Overview

Total GPU Models

Amazon AWS GPUs

Beam GPUs

Direct Comparisons

GPU Pricing Comparison

Total GPUs: 10Both available: 0Amazon AWS: 7Beam: 3

Showing 10 of 10 GPUs

Last updated: 9/25/2026, 4:32:49 AM

GPU Model ↑	Amazon AWS Price	Beam 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: 9/24/2026 ★Best Price Not Available AWS EC2 Pricing API
A100 SXM 80GB VRAM • Amazon AWS	$2.74/hr★ Best 8x GPU	Not Available	—	AWS EC2 Pricing API
A100 SXM 80GB VRAM • Amazon AWS $2.74/hour 8x GPU configuration Updated: 9/24/2026 ★Best Price Not Available AWS EC2 Pricing API
H100 PCIe 80GB VRAM • Beam	Not Available	$3.50/hr★ Best	—	Beam
H100 PCIe 80GB VRAM • Not Available Beam $3.50/hour Updated: 9/22/2026 ★Best Price Beam
H100 SXM 80GB VRAM • Amazon AWS	$6.88/hr★ Best 8x GPU	Not Available	—	AWS EC2 Pricing API
H100 SXM 80GB VRAM • Amazon AWS $6.88/hour 8x GPU configuration Updated: 9/24/2026 ★Best Price Not Available AWS EC2 Pricing API
H200 141GB VRAM • Amazon AWS	$7.91/hr★ Best 8x GPU	Not Available	—	AWS EC2 Pricing API
H200 141GB VRAM • Amazon AWS $7.91/hour 8x GPU configuration Updated: 9/24/2026 ★Best Price Not Available AWS EC2 Pricing API
L4 24GB VRAM • Amazon AWS	$0.80/hr★ Best	Not Available	—	AWS EC2 Pricing API
L4 24GB VRAM • Amazon AWS $0.80/hour Updated: 9/24/2026 ★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: 9/24/2026 ★Best Price Not Available AWS EC2 Pricing API
RTX 4090 24GB VRAM • Beam	Not Available	$0.69/hr★ Best	—	Beam
RTX 4090 24GB VRAM • Not Available Beam $0.69/hour Updated: 9/22/2026 ★Best Price Beam
RTX 5090 32GB VRAM • Beam	Not Available	$1.09/hr★ Best	—	Beam
RTX 5090 32GB VRAM • Not Available Beam $1.09/hour Updated: 9/22/2026 ★Best Price Beam
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: 9/24/2026 ★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: 9/24/2026 ★Best Price Not Available AWS EC2 Pricing API
A100 SXM 80GB VRAM • Amazon AWS	$2.74/hr★ Best 8x GPU	Not Available	—	AWS EC2 Pricing API
A100 SXM 80GB VRAM • Amazon AWS $2.74/hour 8x GPU configuration Updated: 9/24/2026 ★Best Price Not Available AWS EC2 Pricing API
H100 PCIe 80GB VRAM • Beam	Not Available	$3.50/hr★ Best	—	Beam
H100 PCIe 80GB VRAM • Not Available Beam $3.50/hour Updated: 9/22/2026 ★Best Price Beam
H100 SXM 80GB VRAM • Amazon AWS	$6.88/hr★ Best 8x GPU	Not Available	—	AWS EC2 Pricing API
H100 SXM 80GB VRAM • Amazon AWS $6.88/hour 8x GPU configuration Updated: 9/24/2026 ★Best Price Not Available AWS EC2 Pricing API
H200 141GB VRAM • Amazon AWS	$7.91/hr★ Best 8x GPU	Not Available	—	AWS EC2 Pricing API
H200 141GB VRAM • Amazon AWS $7.91/hour 8x GPU configuration Updated: 9/24/2026 ★Best Price Not Available AWS EC2 Pricing API
L4 24GB VRAM • Amazon AWS	$0.80/hr★ Best	Not Available	—	AWS EC2 Pricing API
L4 24GB VRAM • Amazon AWS $0.80/hour Updated: 9/24/2026 ★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: 9/24/2026 ★Best Price Not Available AWS EC2 Pricing API
RTX 4090 24GB VRAM • Beam	Not Available	$0.69/hr★ Best	—	Beam
RTX 4090 24GB VRAM • Not Available Beam $0.69/hour Updated: 9/22/2026 ★Best Price Beam
RTX 5090 32GB VRAM • Beam	Not Available	$1.09/hr★ Best	—	Beam
RTX 5090 32GB VRAM • Not Available Beam $1.09/hour Updated: 9/22/2026 ★Best Price Beam
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: 9/24/2026 ★Best Price Not Available AWS EC2 Pricing API

LLM API Pricing Comparison

Total models: 55Both available: 0Amazon AWS: 55Beam: 0

Showing 15 of 55 models

Prices per 1M tokens · Last updated: 9/25/2026, 4:32:49 AM

Model ↑	Amazon AWS	Beam	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	—
Gemma 3 12B Google	$0.090 in $0.290 out	Not available	—
Gemma 3 27B Google	$0.230 in $0.380 out	Not available	—
Gemma 3 4B Google	$0.040 in $0.080 out	Not available	—
GLM 4.7 Flash Zhipu	$0.070 in $0.400 out	Not available	—
GLM-4.7 Zhipu	$0.600 in $2.20 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

Beam

Pay-per-millisecond Billing
Only charged when your code runs, no charges for cold starts or server spin-up
Sub-second Cold Starts
Memory snapshots and GPU checkpoint restore bring containers back in seconds, which Beam reports as up to 35x faster than a traditional cold boot
Secure Sandbox Environments
Run untrusted code safely in isolated environments for AI agents and code interpreters
Stateful, Persistent Runtimes
Pause and resume sessions while maintaining filesystem, memory, and running processes
Elastic GPU Scaling
Scale to zero when idle, burst to thousands of containers in seconds
Custom Docker Images
Bring your own Docker images for full environment control, including running the Docker daemon inside containers

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

Beam

Advantages

Pay-per-millisecond billing with no charges for cold starts
Ultrafast boot times with sub-second cold starts via memory snapshots
GPU selection spanning RTX 4090 through B200, plus InfiniBand cluster nodes
On-demand machines priced flat per machine, including vCPU, RAM, and NVMe storage

Considerations

Serverless GPUs other than the RTX 4090 require a committed-spend agreement
GPU container concurrency is capped on the lower plan tiers
Multi-node InfiniBand clusters are sales-only with no published pricing

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

Beam

Inference Endpoints

Deploy high-performance inference endpoints with custom models

Custom model hosting on GPU or CPU
Pre-loading models for fast response times

Sandboxes

Secure code execution environments for AI agents

Run untrusted LLM-generated code safely
Snapshot and restore complete system state

Task Queues

Run large-scale workloads with distributed processing

Audio processing pipelines
Data processing at scale

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.

Beam

Pay-per-millisecond

Serverless GPU, CPU, and sandbox usage billed by the millisecond with no minimum charges

Committed Spend

Serverless access to GPUs beyond the RTX 4090 is arranged through a committed-spend agreement

On-Demand Machines

Flat hourly price per machine that already includes the vCPU, RAM, and NVMe storage

Reserved Clusters

Multi-node InfiniBand clusters reserved monthly or yearly, quoted through sales

Bring Your Own Cloud

Per-vCPU and per-GB management fee on top of compute billed directly by your own cloud provider

Storage

Persistent volumes and snapshots included up to a capacity threshold, then billed per GB per month

Monthly Plans

Developer plan free with usage, Team plan with a monthly base fee plus usage, and a contact-sales Growth tier

Free Monthly Credits

All plans include monthly free credits that refresh each month

Volume Discounts

Discounts available for high monthly usage, arranged through sales

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.

Beam

Get Started

1
Create an account
Sign up on the Beam platform to receive monthly free credits
2
Set up Python environment
Create a virtual environment and install the Beam SDK
3
Authenticate with API token
Configure your API token to connect to Beam
4
Deploy your first app
Run a function locally, then deploy it as a web endpoint with the Beam CLI

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.

Beam

Global Regions

30+ regions spanning the US, EU, Asia-Pacific, and Canada, with workloads routed across clouds and regions in real time

Support

Documentation, public Slack community, and a status page; live chat support on paid plans and a private Slack channel on the top tier