What is the difference between Fireworks AI and GMI Cloud?

Fireworks AI and GMI Cloud 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 GMI Cloud?

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 GMI Cloud?

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 4 different GPU models across both Fireworks AI and GMI Cloud, with 0 models available from both providers.

Fireworks AI vs GMI Cloud

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

Fireworks AI

Provider 1

GPUs Available

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GMI Cloud

Provider 2

GPUs Available

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Comparison Overview

Total GPU Models

Fireworks AI GPUs

GMI Cloud GPUs

Direct Comparisons

GPU Pricing Comparison

Total GPUs: 4Both available: 0Fireworks AI: 0GMI Cloud: 4

Showing 4 of 4 GPUs

Last updated: 10/25/2026, 3:39:19 PM

GPU Model ↑	Fireworks AI Price	GMI Cloud Price	Price Diff ↕	Sources
B200 180GB VRAM • GMI Cloud	Not Available	$5.00/hr★ Best	—	GMI Cloud
B200 180GB VRAM • Not Available GMI Cloud $5.00/hour Updated: 10/25/2026 ★Best Price GMI Cloud
GB200 384GB VRAM • GMI Cloud	Not Available	$8.00/hr★ Best	—	GMI Cloud
GB200 384GB VRAM • Not Available GMI Cloud $8.00/hour Updated: 10/25/2026 ★Best Price GMI Cloud
H100 SXM 80GB VRAM • GMI Cloud	Not Available	$2.60/hr★ Best	—	GMI Cloud
H100 SXM 80GB VRAM • Not Available GMI Cloud $2.60/hour Updated: 10/25/2026 ★Best Price GMI Cloud
H200 141GB VRAM • GMI Cloud	Not Available	$3.20/hr★ Best	—	GMI Cloud
H200 141GB VRAM • Not Available GMI Cloud $3.20/hour Updated: 10/25/2026 ★Best Price GMI Cloud

B200 180GB VRAM • GMI Cloud	Not Available	$5.00/hr★ Best	—	GMI Cloud
B200 180GB VRAM • Not Available GMI Cloud $5.00/hour Updated: 10/25/2026 ★Best Price GMI Cloud
GB200 384GB VRAM • GMI Cloud	Not Available	$8.00/hr★ Best	—	GMI Cloud
GB200 384GB VRAM • Not Available GMI Cloud $8.00/hour Updated: 10/25/2026 ★Best Price GMI Cloud
H100 SXM 80GB VRAM • GMI Cloud	Not Available	$2.60/hr★ Best	—	GMI Cloud
H100 SXM 80GB VRAM • Not Available GMI Cloud $2.60/hour Updated: 10/25/2026 ★Best Price GMI Cloud
H200 141GB VRAM • GMI Cloud	Not Available	$3.20/hr★ Best	—	GMI Cloud
H200 141GB VRAM • Not Available GMI Cloud $3.20/hour Updated: 10/25/2026 ★Best Price GMI Cloud

LLM API Pricing Comparison

Total models: 68Both available: 4Fireworks AI: 4GMI Cloud: 68

Showing 15 of 68 models

Prices per 1M tokens · Last updated: 10/25/2026, 3:39:18 PM

Model ↑	Fireworks AI	GMI Cloud	Input Diff ↕
DeepSeek R1 DeepSeek	Not available	$0.570 in $2.29 out	—
DeepSeek V3 DeepSeek	Not available	$0.290 in $1.14 out	—
DeepSeek V4 Flash DeepSeek	Not available	$0.091 in $0.182 out	—
DeepSeek V4 Flash Vision DeepSeek	Not available	$0.440 in $1.32 out	—
DeepSeek V4 Pro DeepSeek	Not available	$0.957 in $1.91 out	—
DeepSeek V4.1 Flash DeepSeek	$0.300 in $1.20 out	$0.180 in $0.720 out	$0.120
Gemini 3 Flash Google	Not available	$0.500 in $3.00 out	—
Gemini 3.1 Flash Lite Google	Not available	$0.250 in $1.50 out	—
Gemini 3.1 Pro Google	Not available	$2.00 in $12.00 out	—
Gemini 3.5 Flash Google	Not available	$1.50 in $9.00 out	—
Gemini 3.5 Flash-Lite Google	Not available	$0.300 in $2.50 out	—
Gemini 3.6 Flash Google	Not available	$1.50 in $7.50 out	—
Gemini 3.7 Flash Google	Not available	$0.750 in $3.75 out	—
Gemini 3.8 Flash Google	Not available	$0.750 in $3.75 out	—
Gemini 4 Argon Google	Not available	$2.00 in $10.00 out	—

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

GMI Cloud

Serverless Inference
OpenAI-compatible endpoints for LLM and multimodal models with request batching and scaling to zero
Dedicated GPU Compute
Managed Kubernetes clusters, container instances, and bare-metal servers with RDMA-ready networking
Blackwell Capacity
GB200 available and GB300 on pre-order alongside H100, H200, and B200 systems
Studio and AgentBox
Visual workflow builder for multi-step model pipelines plus a marketplace for publishing and using AI agents
Reserved + On-Demand
Both hourly on-demand capacity and longer-term committed reservations are published

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

GMI Cloud

Advantages

Transparent published per-GPU hourly rates
Access to current Blackwell-generation systems
OpenAI-compatible inference API alongside dedicated GPU clusters

Considerations

Smaller global footprint than hyperscalers
Newer entrant relative to long-established providers
Published GPU catalog covers only datacenter-class parts, with no lower-tier options such as L4 or L40S

Compute Services

Fireworks AI

GMI Cloud

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

GMI Cloud

On-Demand Containers

Hourly billing for self-serve GPU containers

Reserved Private Cloud

Discounted longer-term reservations of dedicated GPU clusters

Serverless Inference

Per-token billing for LLM endpoints and per-request billing for image and video models

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

GMI Cloud

Get Started

1
Create an account
Sign up for the GMI Cloud console
2
Pick a GPU and region
Select an on-demand container, bare-metal cluster, or inference endpoint
3
Deploy your workload
Launch via the console or programmatically through the GMI API

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

GMI Cloud

Global Regions

Data centers in North America and Asia, with region-aware pricing and unified billing

Support

Documentation, self-service console, Discord community, and enterprise support via sales