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

Amazon AWS vs Fireworks AI

Compare GPU and LLM inference API pricing between Amazon AWS and Fireworks AI. Find the best rates 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: 10Both available: 0Amazon AWS: 10Fireworks AI: 0

Showing 10 of 10 GPUs

Last updated: 10/28/2026, 6:34:44 PM

GPU Model ↑	Amazon AWS Price	Fireworks AI 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: 10/28/2026 ★Best Price Not Available AWS EC2 Pricing API
A100 SXM 80GB VRAM • Amazon AWS	$3.43/hr★ Best 8x GPU	Not Available	—	AWS EC2 Pricing API
A100 SXM 80GB VRAM • Amazon AWS $3.43/hour 8x GPU configuration Updated: 10/28/2026 ★Best Price Not Available AWS EC2 Pricing API
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: 10/28/2026 ★Best Price Not Available AWS EC2 Pricing API
B200 180GB VRAM • Amazon AWS	$14.24/hr★ Best 8x GPU	Not Available	—	AWS EC2 Pricing API
B200 180GB VRAM • Amazon AWS $14.24/hour 8x GPU configuration Updated: 10/28/2026 ★Best Price Not Available AWS EC2 Pricing API
H100 SXM 80GB VRAM • Amazon AWS	$6.88/hr★ Best	Not Available	—	AWS EC2 Pricing API
H100 SXM 80GB VRAM • Amazon AWS $6.88/hour Updated: 10/28/2026 ★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: 10/28/2026 ★Best Price Not Available AWS EC2 Pricing API
HGX B300 288GB VRAM • Amazon AWS	$17.80/hr★ Best 8x GPU	Not Available	—	AWS EC2 Pricing API
HGX B300 288GB VRAM • Amazon AWS $17.80/hour 8x GPU configuration Updated: 10/28/2026 ★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: 10/28/2026 ★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: 10/28/2026 ★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: 10/28/2026 ★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: 10/28/2026 ★Best Price Not Available AWS EC2 Pricing API
A100 SXM 80GB VRAM • Amazon AWS	$3.43/hr★ Best 8x GPU	Not Available	—	AWS EC2 Pricing API
A100 SXM 80GB VRAM • Amazon AWS $3.43/hour 8x GPU configuration Updated: 10/28/2026 ★Best Price Not Available AWS EC2 Pricing API
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: 10/28/2026 ★Best Price Not Available AWS EC2 Pricing API
B200 180GB VRAM • Amazon AWS	$14.24/hr★ Best 8x GPU	Not Available	—	AWS EC2 Pricing API
B200 180GB VRAM • Amazon AWS $14.24/hour 8x GPU configuration Updated: 10/28/2026 ★Best Price Not Available AWS EC2 Pricing API
H100 SXM 80GB VRAM • Amazon AWS	$6.88/hr★ Best	Not Available	—	AWS EC2 Pricing API
H100 SXM 80GB VRAM • Amazon AWS $6.88/hour Updated: 10/28/2026 ★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: 10/28/2026 ★Best Price Not Available AWS EC2 Pricing API
HGX B300 288GB VRAM • Amazon AWS	$17.80/hr★ Best 8x GPU	Not Available	—	AWS EC2 Pricing API
HGX B300 288GB VRAM • Amazon AWS $17.80/hour 8x GPU configuration Updated: 10/28/2026 ★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: 10/28/2026 ★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: 10/28/2026 ★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: 10/28/2026 ★Best Price Not Available AWS EC2 Pricing API

LLM API Pricing Comparison

Total models: 56Both available: 0Amazon AWS: 52Fireworks AI: 4

Showing 15 of 56 models

Prices per 1M tokens · Last updated: 10/28/2026, 6:34:43 PM

Model ↑	Amazon AWS	Fireworks AI	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 V4.1 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	—
Gemma 3 4B Google	$0.040 in $0.080 out	Not available	—
GLM 4.7 Flash Z.ai	$0.070 in $0.400 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

Fireworks AI

100+ Open-Source Models
Text, vision, audio, image, and embedding models, including recent releases such as Kimi K3, GLM 5.2, DeepSeek V4, MiniMax M3, and Qwen3.7 Plus
Blazing Fast Inference
Inference engine focused on throughput and latency
Fine-Tuning Suite
SFT, DPO, and reinforcement fine-tuning of models up to 1T+ parameters, from guided runs through writing your own trainer and RL loop
OpenAI- and Anthropic-Compatible API
Drop-in replacement for closed-model APIs - change the base URL to migrate, with the same SFT data format for fine-tuning
On-Demand GPUs
H100, H200, B200, B300, and GB300 deployments with per-second billing and autoscaling
Batch Processing
Async bulk inference jobs run at scale for less than standard serverless requests

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

Low-latency inference with a focus on response times
Easy-to-use API with OpenAI and Anthropic compatibility
Wide variety of optimized open-source models
Discounted pricing for cached tokens and batch inference

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.

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.

Fireworks AI

Serverless Inference

Pay-per-token pricing across Standard, Priority, and Fast serverless tiers with postpaid billing and no cold starts

Cached tokens

Cached input tokens billed at a reduced rate on supported models

Batch processing

Async bulk inference billed at a discount to standard serverless requests

Embeddings

Embedding models billed per 1M input tokens, tiered by model parameter count

Fine Tuning

Supervised and preference fine tuning billed per 1M training tokens with LoRA or full-parameter options; reinforcement fine tuning billed per GPU hour

Serverless Training API

Shared always-on trainer pool for LoRA training with no provisioning or idle cost, billed per token prefilled, sampled, and trained

On-demand GPUs

Per-second billing for H100, H200, B200, B300, and GB300 GPU deployments with no start-up charges; region-restricted deployments in the US or Europe are priced at 1.25x the standard rate

Reserved capacity

Guaranteed capacity with higher rate limits and earliest access to new hardware, 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.

Fireworks AI

Get Started

1
Explore Model Library
Browse 100+ 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

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.

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