What is the difference between Fireworks AI and ParalonCloud?

Fireworks AI and ParalonCloud 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: Fireworks AI or ParalonCloud?

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 Fireworks AI and ParalonCloud?

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 7 different GPU models across both Fireworks AI and ParalonCloud, with 0 models available from both providers.

Fireworks AI vs ParalonCloud

Compare GPU and LLM inference API pricing between Fireworks AI and ParalonCloud. Find the best rates for AI training, inference, and ML workloads.

Fireworks AI

Provider 1

GPUs Available

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ParalonCloud

Provider 2

GPUs Available

Visit Website

Comparison Overview

Total GPU Models

Fireworks AI GPUs

ParalonCloud GPUs

Direct Comparisons

GPU Pricing Comparison

Total GPUs: 7Both available: 0Fireworks AI: 0ParalonCloud: 7

Showing 7 of 7 GPUs

Last updated: 10/12/2026, 8:37:46 PM

GPU Model ↑	Fireworks AI Price	ParalonCloud Price	Price Diff ↕	Sources
RTX 3080 10GB VRAM • ParalonCloud	Not Available	$0.13/hr★ Best	—	ParalonCloud
RTX 3080 10GB VRAM • Not Available ParalonCloud $0.13/hour Updated: 10/12/2026 ★Best Price ParalonCloud
RTX 4090 24GB VRAM • ParalonCloud	Not Available	$0.44/hr★ Best	—	ParalonCloud
RTX 4090 24GB VRAM • Not Available ParalonCloud $0.44/hour Updated: 10/12/2026 ★Best Price ParalonCloud
RTX 5060 12GB VRAM • ParalonCloud	Not Available	$0.16/hr★ Best	—	ParalonCloud
RTX 5060 12GB VRAM • Not Available ParalonCloud $0.16/hour Updated: 10/12/2026 ★Best Price ParalonCloud
RTX 5060 Ti 16GB VRAM • ParalonCloud	Not Available	$0.27/hr★ Best	—	ParalonCloud
RTX 5060 Ti 16GB VRAM • Not Available ParalonCloud $0.27/hour Updated: 10/12/2026 ★Best Price ParalonCloud
RTX 5070 Ti 16GB VRAM • ParalonCloud	Not Available	$0.33/hr★ Best	—	ParalonCloud
RTX 5070 Ti 16GB VRAM • Not Available ParalonCloud $0.33/hour Updated: 10/12/2026 ★Best Price ParalonCloud
RTX 5090 32GB VRAM • ParalonCloud	Not Available	$0.51/hr★ Best	—	ParalonCloud
RTX 5090 32GB VRAM • Not Available ParalonCloud $0.51/hour Updated: 10/12/2026 ★Best Price ParalonCloud
RTX A6000 48GB VRAM • ParalonCloud	Not Available	$0.48/hr★ Best	—	ParalonCloud
RTX A6000 48GB VRAM • Not Available ParalonCloud $0.48/hour Updated: 10/12/2026 ★Best Price ParalonCloud

RTX 3080 10GB VRAM • ParalonCloud	Not Available	$0.13/hr★ Best	—	ParalonCloud
RTX 3080 10GB VRAM • Not Available ParalonCloud $0.13/hour Updated: 10/12/2026 ★Best Price ParalonCloud
RTX 4090 24GB VRAM • ParalonCloud	Not Available	$0.44/hr★ Best	—	ParalonCloud
RTX 4090 24GB VRAM • Not Available ParalonCloud $0.44/hour Updated: 10/12/2026 ★Best Price ParalonCloud
RTX 5060 12GB VRAM • ParalonCloud	Not Available	$0.16/hr★ Best	—	ParalonCloud
RTX 5060 12GB VRAM • Not Available ParalonCloud $0.16/hour Updated: 10/12/2026 ★Best Price ParalonCloud
RTX 5060 Ti 16GB VRAM • ParalonCloud	Not Available	$0.27/hr★ Best	—	ParalonCloud
RTX 5060 Ti 16GB VRAM • Not Available ParalonCloud $0.27/hour Updated: 10/12/2026 ★Best Price ParalonCloud
RTX 5070 Ti 16GB VRAM • ParalonCloud	Not Available	$0.33/hr★ Best	—	ParalonCloud
RTX 5070 Ti 16GB VRAM • Not Available ParalonCloud $0.33/hour Updated: 10/12/2026 ★Best Price ParalonCloud
RTX 5090 32GB VRAM • ParalonCloud	Not Available	$0.51/hr★ Best	—	ParalonCloud
RTX 5090 32GB VRAM • Not Available ParalonCloud $0.51/hour Updated: 10/12/2026 ★Best Price ParalonCloud
RTX A6000 48GB VRAM • ParalonCloud	Not Available	$0.48/hr★ Best	—	ParalonCloud
RTX A6000 48GB VRAM • Not Available ParalonCloud $0.48/hour Updated: 10/12/2026 ★Best Price ParalonCloud

LLM API Pricing Comparison

Total models: 10Both available: 0Fireworks AI: 9ParalonCloud: 1

Showing 10 of 10 models

Prices per 1M tokens · Last updated: 10/12/2026, 8:37:45 PM

Model ↑	Fireworks AI	ParalonCloud	Input Diff ↕
DeepSeek V4.1 Flash DeepSeek	$0.300 in $1.20 out	Not available	—
GLM-5.2 Zhipu	$1.40 in $4.40 out	Not available	—
GLM-5.3 Z AI	$1.40 in $4.40 out	Not available	—
GLM-5.3-Flash Z AI	$0.150 in $0.500 out	Not available	—
Inkling Thinking Machines Lab	$1.00 in $4.05 out	Not available	—
Kimi K3 Moonshot	$3.00 in $15.00 out	Not available	—
MiniMax-M3 MiniMax	$0.300 in $1.20 out	Not available	—
Qwen 3.8 Max Alibaba	$2.00 in $6.00 out	Not available	—
Qwen3 4B Alibaba	Not available	$0.050 in $0.200 out	—
Qwen3 Reranker 8B Alibaba	$0.200 in $0.0000 out	Not available	—

Features Comparison

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
Industry-leading throughput and latency with fast inference engine
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

ParalonCloud

Decentralized Infrastructure
Connects developers with distributed GPUs worldwide.
Instant Deployment
Docker-native deployment takes minutes for setup.
Real-time Monitoring
Comprehensive utilization metrics and health status for all nodes.
Competitive Marketplace
Transparent pricing set by individual providers.
Access to ML Frameworks
Pre-configured environments for popular machine learning frameworks.

Pros & Cons

Fireworks AI

Advantages

Lightning-fast inference with industry-leading 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

ParalonCloud

Advantages

Access to a wide network of GPUs
No long-term contracts required
Billed only for GPU-minutes consumed
Instant setup and deployment

Considerations

Dependent on performance of individual provider nodes
Spot machines may be reclaimed with short notice
Requires constant internet connection

Compute Services

Fireworks AI

ParalonCloud

Pricing Options

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

ParalonCloud

Getting Started

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

ParalonCloud

Get Started

1
Sign up
Create an account on the ParalonCloud platform.
2
Add credits
Load your account with credits to rent GPU resources.
3
Select GPU
Choose a GPU from the marketplace based on your needs.
4
Start machine
Launch your selected GPU instance for your workloads.
5
Access resources
Utilize Jupyter Lab, SSH, or REST API to run your tasks.

Support & Global Availability

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

ParalonCloud

Global Regions

Global availability through independent providers

Support

Support available via email; additional resources may be found on the website.