Deep Infra vs Fireworks AI
Compare GPU pricing, features, and specifications between Deep Infra and Fireworks AI cloud providers. Find the best deals for AI training, inference, and ML workloads.
Deep Infra
Provider 1
Fireworks AI
Provider 2
Comparison Overview
Average Price Difference: $3.71/hour between comparable GPUs
GPU Pricing Comparison
| GPU Model ↑ | Deep Infra Price | Fireworks AI Price | Price Diff ↕ | Sources |
|---|---|---|---|---|
A100 SXM 80GB VRAM • Deep InfraFireworks AI |  $0.89/hr★ Best |  $2.90/hr | ↓$2.01(69.3%) | |
A100 SXM 80GB VRAM • Deep Infra$0.89/hour Updated: 1/24/2026 ★Best Price Fireworks AI$2.90/hour Updated: 1/24/2026 Price Difference:↓$2.01(69.3%) | ||||
B200 192GB VRAM • Deep InfraFireworks AI | $2.49/hr★ Best | $9.00/hr | ↓$6.51(72.3%) | |
B200 192GB VRAM • Deep Infra$2.49/hour Updated: 1/24/2026 ★Best Price Fireworks AI$9.00/hour Updated: 1/24/2026 Price Difference:↓$6.51(72.3%) | ||||
H100 80GB VRAM • Deep InfraFireworks AI | $1.69/hr★ Best | $4.00/hr | ↓$2.31(57.8%) | |
H100 80GB VRAM • Deep Infra$1.69/hour Updated: 1/24/2026 ★Best Price Fireworks AI$4.00/hour Updated: 1/24/2026 Price Difference:↓$2.31(57.8%) | ||||
H200 141GB VRAM • Deep InfraFireworks AI | $1.99/hr★ Best | $6.00/hr | ↓$4.01(66.8%) | |
H200 141GB VRAM • Deep Infra$1.99/hour Updated: 1/24/2026 ★Best Price Fireworks AI$6.00/hour Updated: 1/24/2026 Price Difference:↓$4.01(66.8%) | ||||
A100 SXM 80GB VRAM • Deep InfraFireworks AI | $0.89/hr★ Best | $2.90/hr | ↓$2.01(69.3%) | |
A100 SXM 80GB VRAM • Deep Infra$0.89/hour Updated: 1/24/2026 ★Best Price Fireworks AI$2.90/hour Updated: 1/24/2026 Price Difference:↓$2.01(69.3%) | ||||
B200 192GB VRAM • Deep InfraFireworks AI | $2.49/hr★ Best | $9.00/hr | ↓$6.51(72.3%) | |
B200 192GB VRAM • Deep Infra$2.49/hour Updated: 1/24/2026 ★Best Price Fireworks AI$9.00/hour Updated: 1/24/2026 Price Difference:↓$6.51(72.3%) | ||||
H100 80GB VRAM • Deep InfraFireworks AI | $1.69/hr★ Best | $4.00/hr | ↓$2.31(57.8%) | |
H100 80GB VRAM • Deep Infra$1.69/hour Updated: 1/24/2026 ★Best Price Fireworks AI$4.00/hour Updated: 1/24/2026 Price Difference:↓$2.31(57.8%) | ||||
H200 141GB VRAM • Deep InfraFireworks AI | $1.99/hr★ Best | $6.00/hr | ↓$4.01(66.8%) | |
H200 141GB VRAM • Deep Infra$1.99/hour Updated: 1/24/2026 ★Best Price Fireworks AI$6.00/hour Updated: 1/24/2026 Price Difference:↓$4.01(66.8%) | ||||
Features Comparison
Deep Infra
- Serverless Model APIs
OpenAI-compatible endpoints for 100+ models with autoscaling and pay-per-token billing
- Dedicated GPU Rentals
B200 instances with SSH access spin up in about 10 seconds and bill hourly
- Custom LLM Deployments
Deploy your own Hugging Face models onto dedicated A100, H100, H200, or B200 GPUs
- Transparent GPU Pricing
Published per-GPU hourly rates for A100, H100, H200, and B200 with competitive pricing
- Inference-Optimized Hardware
All hosted models run on H100 or A100 hardware tuned for low latency
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
Deep Infra
Advantages
- Simple OpenAI-compatible API alongside controllable GPU rentals
- Competitive hourly rates for flagship NVIDIA GPUs including latest B200
- Fast provisioning with SSH access for dedicated instances (ready in ~10 seconds)
- Supports custom deployments in addition to hosted public models
Considerations
- Region list is not clearly published in the public marketing pages
- Primarily focused on inference and GPU rentals rather than broader cloud services
- Newer player compared to established cloud providers
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
Deep Infra
Serverless Inference
Hosted model APIs with autoscaling on H100/A100 hardware.
- OpenAI-compatible REST API surface
- Runs 100+ public models with pay-per-token pricing
Dedicated GPU Instances
On-demand GPU nodes with SSH access for custom workloads.
Fireworks AI
Pricing Options
Deep Infra
Serverless pay-per-token
OpenAI-compatible inference APIs with pay-per-request billing on H100/A100 hardware
Dedicated GPU hourly rates
Published transparent hourly pricing for A100, H100, H200, and B200 GPUs with pay-as-you-go billing
No long-term commitments
Flexible hourly billing for dedicated instances with no prepayments or contracts required
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
Deep Infra
- 1
Create an account
Sign up (GitHub-supported) and open the Deep Infra dashboard
- 2
Enable billing
Add a payment method to unlock GPU rentals and API usage
- 3
Pick a GPU option
Choose serverless APIs or dedicated A100, H100, H200, or B200 instances
- 4
Launch and connect
Start instances with SSH access or call the OpenAI-compatible API endpoints
- 5
Monitor usage
Track spend and instance status from the dashboard and shut down when idle
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
Deep Infra
Global Regions
Region list not published on the GPU Instances page; promo mentions Nebraska availability alongside multi-region autoscaling messaging.
Support
Documentation site, dashboard guidance, Discord community link, and contact-sales options.
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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