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
Fireworks AI
Provider 2
Comparison Overview
Average Price Difference: $1.35/hour between comparable GPUs
GPU Pricing Comparison
| GPU Model ↑ | Amazon AWS Price | Fireworks AI Price | Price Diff ↕ | Sources |
|---|---|---|---|---|
A10 24GB VRAM • Amazon AWS |  $1.63/hr★ Best | Not Available | — | |
A10 24GB VRAM • | ||||
A100 PCIE 40GB VRAM • Amazon AWS | $1.48/hr★ Best 8x GPU | Not Available | — | |
A100 PCIE 40GB VRAM • | ||||
A100 SXM 80GB VRAM • Amazon AWSFireworks AI | $1.48/hr★ Best 8x GPU |  $2.90/hr | ↓$1.42(49.1%) | |
A100 SXM 80GB VRAM • Amazon AWS$1.48/hour 8x GPU configuration Updated: 1/23/2026 ★Best Price Fireworks AI$2.90/hour Updated: 1/24/2026 Price Difference:↓$1.42(49.1%) | ||||
B200 192GB VRAM • Amazon AWSFireworks AI | $10.58/hr 36x GPU | $9.00/hr★ Best | ↑+$1.58(+17.6%) | |
B200 192GB VRAM • Amazon AWS$10.58/hour 36x GPU configuration Updated: 1/23/2026 Fireworks AI$9.00/hour Updated: 1/24/2026 ★Best Price Price Difference:↑+$1.58(+17.6%) | ||||
H100 80GB VRAM • Amazon AWSFireworks AI | $4.92/hr 8x GPU | $4.00/hr★ Best | ↑+$0.92(+22.9%) | |
H100 80GB VRAM • Amazon AWS$4.92/hour 8x GPU configuration Updated: 1/23/2026 Fireworks AI$4.00/hour Updated: 1/24/2026 ★Best Price Price Difference:↑+$0.92(+22.9%) | ||||
H200 141GB VRAM • Amazon AWSFireworks AI | $4.52/hr★ Best 8x GPU | $6.00/hr | ↓$1.48(24.6%) | |
H200 141GB VRAM • Amazon AWS$4.52/hour 8x GPU configuration Updated: 12/22/2025 ★Best Price Fireworks AI$6.00/hour Updated: 1/24/2026 Price Difference:↓$1.48(24.6%) | ||||
A10 24GB VRAM • Amazon AWS | $1.63/hr★ Best | Not Available | — | |
A10 24GB VRAM • | ||||
A100 PCIE 40GB VRAM • Amazon AWS | $1.48/hr★ Best 8x GPU | Not Available | — | |
A100 PCIE 40GB VRAM • | ||||
A100 SXM 80GB VRAM • Amazon AWSFireworks AI | $1.48/hr★ Best 8x GPU | $2.90/hr | ↓$1.42(49.1%) | |
A100 SXM 80GB VRAM • Amazon AWS$1.48/hour 8x GPU configuration Updated: 1/23/2026 ★Best Price Fireworks AI$2.90/hour Updated: 1/24/2026 Price Difference:↓$1.42(49.1%) | ||||
B200 192GB VRAM • Amazon AWSFireworks AI | $10.58/hr 36x GPU | $9.00/hr★ Best | ↑+$1.58(+17.6%) | |
B200 192GB VRAM • Amazon AWS$10.58/hour 36x GPU configuration Updated: 1/23/2026 Fireworks AI$9.00/hour Updated: 1/24/2026 ★Best Price Price Difference:↑+$1.58(+17.6%) | ||||
H100 80GB VRAM • Amazon AWSFireworks AI | $4.92/hr 8x GPU | $4.00/hr★ Best | ↑+$0.92(+22.9%) | |
H100 80GB VRAM • Amazon AWS$4.92/hour 8x GPU configuration Updated: 1/23/2026 Fireworks AI$4.00/hour Updated: 1/24/2026 ★Best Price Price Difference:↑+$0.92(+22.9%) | ||||
H200 141GB VRAM • Amazon AWSFireworks AI | $4.52/hr★ Best 8x GPU | $6.00/hr | ↓$1.48(24.6%) | |
H200 141GB VRAM • Amazon AWS$4.52/hour 8x GPU configuration Updated: 12/22/2025 ★Best Price Fireworks AI$6.00/hour Updated: 1/24/2026 Price Difference:↓$1.48(24.6%) | ||||
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
- 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
- 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
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