What is the difference between Fireworks AI and VoltageGPU?

Fireworks AI and VoltageGPU 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 VoltageGPU?

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 VoltageGPU?

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 11 different GPU models across both Fireworks AI and VoltageGPU, with 0 models available from both providers.

Fireworks AI vs VoltageGPU

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

Fireworks AI

Provider 1

GPUs Available

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VoltageGPU

Provider 2

GPUs Available

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Comparison Overview

Total GPU Models

Fireworks AI GPUs

VoltageGPU GPUs

Direct Comparisons

GPU Pricing Comparison

Total GPUs: 11Both available: 0Fireworks AI: 0VoltageGPU: 11

Showing 11 of 11 GPUs

Last updated: 10/24/2026, 8:55:26 PM

GPU Model ↑	Fireworks AI Price	VoltageGPU Price	Price Diff ↕	Sources
B200 180GB VRAM • VoltageGPU	Not Available	$8.00/hr★ Best	—	VoltageGPU Pricing Snapshot
B200 180GB VRAM • Not Available VoltageGPU $8.00/hour Updated: 10/24/2026 ★Best Price VoltageGPU Pricing Snapshot
H100 SXM 80GB VRAM • VoltageGPU	Not Available	$3.40/hr★ Best	—	VoltageGPU Pricing Snapshot
H100 SXM 80GB VRAM • Not Available VoltageGPU $3.40/hour Updated: 10/24/2026 ★Best Price VoltageGPU Pricing Snapshot
H200 141GB VRAM • VoltageGPU	Not Available	$8.08/hr★ Best	—	VoltageGPU Pricing Snapshot
H200 141GB VRAM • Not Available VoltageGPU $8.08/hour Updated: 10/24/2026 ★Best Price VoltageGPU Pricing Snapshot
HGX B300 288GB VRAM • VoltageGPU	Not Available	$13.20/hr★ Best	—	VoltageGPU Pricing Snapshot
HGX B300 288GB VRAM • Not Available VoltageGPU $13.20/hour Updated: 10/24/2026 ★Best Price VoltageGPU Pricing Snapshot
RTX 3090 24GB VRAM • VoltageGPU	Not Available	$0.50/hr★ Best	—	VoltageGPU Pricing Snapshot
RTX 3090 24GB VRAM • Not Available VoltageGPU $0.50/hour Updated: 10/24/2026 ★Best Price VoltageGPU Pricing Snapshot
RTX 4090 24GB VRAM • VoltageGPU	Not Available	$0.96/hr★ Best	—	VoltageGPU Pricing Snapshot
RTX 4090 24GB VRAM • Not Available VoltageGPU $0.96/hour Updated: 10/23/2026 ★Best Price VoltageGPU Pricing Snapshot
RTX 5070 Ti 16GB VRAM • VoltageGPU	Not Available	$0.80/hr★ Best	—	VoltageGPU Pricing Snapshot
RTX 5070 Ti 16GB VRAM • Not Available VoltageGPU $0.80/hour Updated: 10/24/2026 ★Best Price VoltageGPU Pricing Snapshot
RTX 5090 32GB VRAM • VoltageGPU	Not Available	$1.78/hr★ Best	—	VoltageGPU Pricing Snapshot
RTX 5090 32GB VRAM • Not Available VoltageGPU $1.78/hour Updated: 10/24/2026 ★Best Price VoltageGPU Pricing Snapshot
RTX 6000 Ada 48GB VRAM • VoltageGPU	Not Available	$1.94/hr★ Best	—	VoltageGPU Pricing Snapshot
RTX 6000 Ada 48GB VRAM • Not Available VoltageGPU $1.94/hour Updated: 10/24/2026 ★Best Price VoltageGPU Pricing Snapshot
RTX A6000 48GB VRAM • VoltageGPU	Not Available	$0.84/hr★ Best	—	VoltageGPU Pricing Snapshot
RTX A6000 48GB VRAM • Not Available VoltageGPU $0.84/hour Updated: 10/24/2026 ★Best Price VoltageGPU Pricing Snapshot
RTX PRO 6000 96GB VRAM • VoltageGPU	Not Available	$3.60/hr★ Best	—	VoltageGPU Pricing Snapshot
RTX PRO 6000 96GB VRAM • Not Available VoltageGPU $3.60/hour Updated: 10/24/2026 ★Best Price VoltageGPU Pricing Snapshot

B200 180GB VRAM • VoltageGPU	Not Available	$8.00/hr★ Best	—	VoltageGPU Pricing Snapshot
B200 180GB VRAM • Not Available VoltageGPU $8.00/hour Updated: 10/24/2026 ★Best Price VoltageGPU Pricing Snapshot
H100 SXM 80GB VRAM • VoltageGPU	Not Available	$3.40/hr★ Best	—	VoltageGPU Pricing Snapshot
H100 SXM 80GB VRAM • Not Available VoltageGPU $3.40/hour Updated: 10/24/2026 ★Best Price VoltageGPU Pricing Snapshot
H200 141GB VRAM • VoltageGPU	Not Available	$8.08/hr★ Best	—	VoltageGPU Pricing Snapshot
H200 141GB VRAM • Not Available VoltageGPU $8.08/hour Updated: 10/24/2026 ★Best Price VoltageGPU Pricing Snapshot
HGX B300 288GB VRAM • VoltageGPU	Not Available	$13.20/hr★ Best	—	VoltageGPU Pricing Snapshot
HGX B300 288GB VRAM • Not Available VoltageGPU $13.20/hour Updated: 10/24/2026 ★Best Price VoltageGPU Pricing Snapshot
RTX 3090 24GB VRAM • VoltageGPU	Not Available	$0.50/hr★ Best	—	VoltageGPU Pricing Snapshot
RTX 3090 24GB VRAM • Not Available VoltageGPU $0.50/hour Updated: 10/24/2026 ★Best Price VoltageGPU Pricing Snapshot
RTX 4090 24GB VRAM • VoltageGPU	Not Available	$0.96/hr★ Best	—	VoltageGPU Pricing Snapshot
RTX 4090 24GB VRAM • Not Available VoltageGPU $0.96/hour Updated: 10/23/2026 ★Best Price VoltageGPU Pricing Snapshot
RTX 5070 Ti 16GB VRAM • VoltageGPU	Not Available	$0.80/hr★ Best	—	VoltageGPU Pricing Snapshot
RTX 5070 Ti 16GB VRAM • Not Available VoltageGPU $0.80/hour Updated: 10/24/2026 ★Best Price VoltageGPU Pricing Snapshot
RTX 5090 32GB VRAM • VoltageGPU	Not Available	$1.78/hr★ Best	—	VoltageGPU Pricing Snapshot
RTX 5090 32GB VRAM • Not Available VoltageGPU $1.78/hour Updated: 10/24/2026 ★Best Price VoltageGPU Pricing Snapshot
RTX 6000 Ada 48GB VRAM • VoltageGPU	Not Available	$1.94/hr★ Best	—	VoltageGPU Pricing Snapshot
RTX 6000 Ada 48GB VRAM • Not Available VoltageGPU $1.94/hour Updated: 10/24/2026 ★Best Price VoltageGPU Pricing Snapshot
RTX A6000 48GB VRAM • VoltageGPU	Not Available	$0.84/hr★ Best	—	VoltageGPU Pricing Snapshot
RTX A6000 48GB VRAM • Not Available VoltageGPU $0.84/hour Updated: 10/24/2026 ★Best Price VoltageGPU Pricing Snapshot
RTX PRO 6000 96GB VRAM • VoltageGPU	Not Available	$3.60/hr★ Best	—	VoltageGPU Pricing Snapshot
RTX PRO 6000 96GB VRAM • Not Available VoltageGPU $3.60/hour Updated: 10/24/2026 ★Best Price VoltageGPU Pricing Snapshot

LLM API Pricing Comparison

Total models: 16Both available: 1Fireworks AI: 8VoltageGPU: 9

Showing 15 of 16 models

Prices per 1M tokens · Last updated: 10/24/2026, 8:55:25 PM

Model ↑	Fireworks AI	VoltageGPU	Input Diff ↕
DeepSeek V4.1 Flash DeepSeek	$0.300 in $1.20 out	Not available	—
Gemma 4 31B Google	Not available	$0.220 in $0.680 out	—
GLM-5.1 Z.ai	Not available	$1.81 in $5.70 out	—
GLM-5.2 Z.ai	Not available	$2.31 in $7.31 out	—
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 K2.6 Moonshot AI	Not available	$0.830 in $3.61 out	—
Kimi K3 Moonshot AI	$3.00 in $15.00 out	$3.42 in $17.58 out	$0.420
MiniMax-M3.1-Flash MiniMax	$0.150 in $0.600 out	Not available	—
Mistral Nemo Mistral	Not available	$0.050 in $0.180 out	—
Muse Spark Open Meta	$1.25 in $4.25 out	Not available	—
Qwen 3 32B Alibaba	Not available	$0.190 in $0.770 out	—
Qwen 3.6 27B Alibaba	Not available	$0.460 in $3.70 out	—
Qwen 3.8 Max Alibaba	$2.00 in $6.00 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

VoltageGPU

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

VoltageGPU

Advantages

Tenant-generated Intel TDX quote, verifiable offline
NVIDIA GPU attestation verified from inside single-GPU VMs
Per-second billing, unused prepaid time refunded
Public pricing and stock feed in JSON

Considerations

No reservations: capacity is first come, first served
Prepaid only, no invoicing on credit
8x H100 nodes: NVSwitch not attested

Compute Services

Fireworks AI

VoltageGPU

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

VoltageGPU

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

VoltageGPU

Get Started

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

VoltageGPU

Support

Email: contact@voltagegpu.com