What is the difference between Amazon AWS and Fireworks AI?

Amazon AWS and Fireworks AI 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 Fireworks AI?

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 Fireworks AI?

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 6 different GPU models across both Amazon AWS and Fireworks AI, with 0 models available from both providers.

Amazon AWS vs Fireworks AI

Compare GPU pricing, features, and specifications between Amazon AWS and Fireworks AI cloud providers. Find the best deals for AI training, inference, and ML workloads.

Amazon AWS

Provider 1

GPUs Available

Visit Website

Fireworks AI

Provider 2

GPUs Available

Visit Website

Comparison Overview

Total GPU Models

Amazon AWS GPUs

Fireworks AI GPUs

Direct Comparisons

GPU Pricing Comparison

Total GPUs: 6Both available: 0Amazon AWS: 6Fireworks AI: 0

Showing 6 of 6 GPUs

Last updated: 1/23/2026, 9:51:33 PM

GPU Model ↑	Amazon AWS Price	Fireworks AI Price	Price Diff ↕	Sources
A10 24GB VRAM • Amazon AWS	$1.63/hr★ Best	Not Available	—	Shadeform
A10 24GB VRAM • Amazon AWS $1.63/hour Updated: 2/24/2025 ★Best Price Not Available Shadeform
A100 PCIE 40GB VRAM • Amazon AWS	$1.48/hr★ Best 8x GPU	Not Available	—	AWS
A100 PCIE 40GB VRAM • Amazon AWS $1.48/hour 8x GPU configuration Updated: 3/31/2025 ★Best Price Not Available AWS
A100 SXM 80GB VRAM • Amazon AWS	$1.48/hr★ Best 8x GPU	Not Available	—	Amazon AWS
A100 SXM 80GB VRAM • Amazon AWS $1.48/hour 8x GPU configuration Updated: 12/23/2025 ★Best Price Not Available Amazon AWS
B200 192GB VRAM • Amazon AWS	$10.58/hr★ Best 36x GPU	Not Available	—	Amazon AWS
B200 192GB VRAM • Amazon AWS $10.58/hour 36x GPU configuration Updated: 12/23/2025 ★Best Price Not Available Amazon AWS
H100 80GB VRAM • Amazon AWS	$31.46/hr★ Best 8x GPU	Not Available	—	Amazon AWS
H100 80GB VRAM • Amazon AWS $31.46/hour 8x GPU configuration Updated: 12/23/2025 ★Best Price Not Available Amazon AWS
H200 141GB VRAM • Amazon AWS	$4.52/hr★ Best 8x GPU	Not Available	—	Amazon AWS
H200 141GB VRAM • Amazon AWS $4.52/hour 8x GPU configuration Updated: 12/22/2025 ★Best Price Not Available Amazon AWS

A10 24GB VRAM • Amazon AWS	$1.63/hr★ Best	Not Available	—	Shadeform
A10 24GB VRAM • Amazon AWS $1.63/hour Updated: 2/24/2025 ★Best Price Not Available Shadeform
A100 PCIE 40GB VRAM • Amazon AWS	$1.48/hr★ Best 8x GPU	Not Available	—	AWS
A100 PCIE 40GB VRAM • Amazon AWS $1.48/hour 8x GPU configuration Updated: 3/31/2025 ★Best Price Not Available AWS
A100 SXM 80GB VRAM • Amazon AWS	$1.48/hr★ Best 8x GPU	Not Available	—	Amazon AWS
A100 SXM 80GB VRAM • Amazon AWS $1.48/hour 8x GPU configuration Updated: 12/23/2025 ★Best Price Not Available Amazon AWS
B200 192GB VRAM • Amazon AWS	$10.58/hr★ Best 36x GPU	Not Available	—	Amazon AWS
B200 192GB VRAM • Amazon AWS $10.58/hour 36x GPU configuration Updated: 12/23/2025 ★Best Price Not Available Amazon AWS
H100 80GB VRAM • Amazon AWS	$31.46/hr★ Best 8x GPU	Not Available	—	Amazon AWS
H100 80GB VRAM • Amazon AWS $31.46/hour 8x GPU configuration Updated: 12/23/2025 ★Best Price Not Available Amazon AWS
H200 141GB VRAM • Amazon AWS	$4.52/hr★ Best 8x GPU	Not Available	—	Amazon AWS
H200 141GB VRAM • Amazon AWS $4.52/hour 8x GPU configuration Updated: 12/22/2025 ★Best Price Not Available Amazon AWS

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

Fireworks AI

400+ Open-Source Models
Instant access to Llama, DeepSeek, Qwen, Mixtral, FLUX, Whisper, and more
Blazing Fast Inference
Industry-leading throughput and latency processing 140B+ tokens daily
Fine-Tuning Suite
SFT, DPO, and reinforcement fine-tuning with LoRA efficiency
OpenAI-Compatible API
Drop-in replacement for easy migration from OpenAI
On-Demand GPUs
A100, H100, H200, and B200 deployments with per-second billing
Batch Processing
50% discount for async bulk inference workloads

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

Fireworks AI

Advantages

Lightning-fast inference with industry-leading response times
Easy-to-use API with excellent OpenAI compatibility
Wide variety of optimized open-source models
Competitive pricing with 50% off cached tokens and batch processing

Considerations

Limited capacity with some serverless model limits
Primarily focused on language models over image/video generation
BYOC only available for major enterprise customers

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

Fireworks AI

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.

Fireworks AI

Serverless pay-per-token

Starting at $0.10/1M tokens for small models, $0.90/1M for large models

Cached tokens

50% discount on cached input tokens

Batch processing

50% discount on async bulk inference

On-demand GPUs

Per-second billing from $2.90/hr (A100) to $9.00/hr (B200)

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.

Fireworks AI

Get Started

1
Explore Model Library
Browse 400+ models at fireworks.ai/models
2
Test in Playground
Experiment with prompts interactively without coding
3
Generate API Key
Create an API key from user settings in your account
4
Make first API call
Use OpenAI-compatible endpoints or Fireworks SDK
5
Scale to production
Transition to on-demand GPU deployments for production workloads

Support & Global Availability

Amazon AWS

Global Regions

30+ regions and 100+ availability zones worldwide.

Support

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

Fireworks AI

Global Regions

18+ global regions across 8 cloud providers with multi-region deployments and BYOC support for enterprise

Support

Documentation, Discord community, status page, email support, and dedicated enterprise support with SLAs