Fireworks records 659,687 monthly visits with +6% month-over-month growth and Contact for Pricing pricing. GPUPerHour records 28,718 monthly visits with +25.3% growth and Free pricing.
Run, ensemble and train open AI models as your own specialized intelligence
Live cloud GPU price comparison across 31 providers
| Dimension / Metric | | |
|---|---|---|
| Official Domain | fireworks.ai | gpuperhour.com |
| Pricing Model | Contact for Pricing | Free |
| Monthly Visits | 659.69K (659,687) | 28.72K (28,718) |
| MoM Traffic Delta | +37.29K (+6%) | +5.8K (+25.3%) |
| Primary Market & Share | 🇺🇸 United States (50.6%) | 🇺🇸 United States (24.9%) |
| Direct Visits / mo | 313.83K | 11.4K |
| User Rating | 4.6 | 4.4 |
| Supported Platforms | Website | Website |
Run, ensemble and train open AI models as your own specialized intelligence
Run open models and your own fine-tunes at up to 4x the throughput of providers that wrap vLLM, with lab-designed quality verified against reference implementations.
Reach up to 99.6% cache hit rates, with cached input priced at half or less, so recurring workloads cost far less than emitting every token fresh.
Route each turn to the model best suited to it, balancing accuracy against cost per completed task rather than locking in one model.
Fine-tune open models on proprietary data to build domain-specific intelligence that competitors cannot simply rent from a frontier lab.
Live cloud GPU price comparison across 31 providers
Every tracked offer is normalised to a price per GPU-hour and shown with its provider, pricing type and security tier.
A market snapshot highlights the lowest current secure on-demand price for each popular GPU model, from H100 and H200 to RTX 4090.
Historical catalog averages and downloadable daily data let you see how pricing for a given GPU has moved over the last 30 days.
Practical articles cover comparing like-for-like GPUs, choosing by VRAM, estimating the full bill with storage and egress, and renting by the hour.
SpecialistActs as a unified API gateway across multiple providers, but lacks dedicated fine-tuning and custom model deployment infrastructure.
SpecialistActs as a unified API gateway across multiple providers, but lacks dedicated fine-tuning and custom model deployment infrastructure.
Delivers ultra-fast token generation speeds using custom LPU hardware, but supports a smaller catalog of open models.
SpecialistSpecializes in lightning-fast serverless inference for generative media models, but focuses less on general text LLMs.
SpecialistSpecializes in lightning-fast serverless inference for generative media models, but focuses less on general text LLMs.
Provides robust serverless inference and model fine-tuning similar to Fireworks, but with a broader developer cloud ecosystem.
Provides robust serverless inference and model fine-tuning similar to Fireworks, but with a broader developer cloud ecosystem.
Features seamless deployment and fine-tuning for machine learning models, but can have higher latency for text inference.
Features seamless deployment and fine-tuning for machine learning models, but can have higher latency for text inference.
Free / Open-sourceOpen-source, memory-efficient fine-tuning and local model running
Free / Open-sourceOpen-source, memory-efficient fine-tuning and local model running
One OpenAI-compatible API for 500+ image, video, audio, and LLM models
One OpenAI-compatible API for 500+ image, video, audio, and LLM models
Offers exceptionally low-cost serverless inference for open-weight models, but provides fewer advanced fine-tuning orchestration tools.
One API for 400K+ AI models, plus serverless and reserved GPUs on modular data centers
Free / Open-sourceDiscover and share Model Context Protocol servers for AI agents and coding tools
Free / Open-sourceDiscover and share Model Context Protocol servers for AI agents and coding tools
Hosts high-performance open and commercial models with competitive pricing, but has a less established western developer community.
Hosts high-performance open and commercial models with competitive pricing, but has a less established western developer community.
Free / Open-sourceProvides decentralized serverless inference for open-source models, but offers less enterprise-grade reliability and support infrastructure.
