What is the difference between CoreWeave and Fireworks AI?

CoreWeave and Fireworks AI 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: CoreWeave or Fireworks AI?

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 CoreWeave and Fireworks AI?

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 9 different GPU models across both CoreWeave and Fireworks AI, with 0 models available from both providers.

CoreWeave vs Fireworks AI

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

CoreWeave

Provider 1

GPUs Available

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Fireworks AI

Provider 2

GPUs Available

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Comparison Overview

Total GPU Models

CoreWeave GPUs

Fireworks AI GPUs

Direct Comparisons

GPU Pricing Comparison

Total GPUs: 9Both available: 0CoreWeave: 9Fireworks AI: 0

Showing 9 of 9 GPUs

Last updated: 10/28/2026, 6:53:13 AM

GPU Model ↑	CoreWeave Price	Fireworks AI Price	Price Diff ↕	Sources
A100 SXM 80GB VRAM • CoreWeave	$1.19/hr★ Best 8x GPU	Not Available	—	CoreWeave
A100 SXM 80GB VRAM • CoreWeave $1.19/hour 8x GPU configuration Updated: 10/27/2026 ★Best Price Not Available CoreWeave
B200 180GB VRAM • CoreWeave	$4.26/hr★ Best 8x GPU	Not Available	—	CoreWeave
B200 180GB VRAM • CoreWeave $4.26/hour 8x GPU configuration Updated: 10/27/2026 ★Best Price Not Available CoreWeave
GH200 96GB VRAM • CoreWeave	$6.50/hr★ Best	Not Available	—	CoreWeave
GH200 96GB VRAM • CoreWeave $6.50/hour Updated: 10/27/2026 ★Best Price Not Available CoreWeave
H100 SXM 80GB VRAM • CoreWeave	$2.44/hr★ Best 8x GPU	Not Available	—	CoreWeave
H100 SXM 80GB VRAM • CoreWeave $2.44/hour 8x GPU configuration Updated: 10/27/2026 ★Best Price Not Available CoreWeave
H200 141GB VRAM • CoreWeave	$2.62/hr★ Best 8x GPU	Not Available	—	CoreWeave
H200 141GB VRAM • CoreWeave $2.62/hour 8x GPU configuration Updated: 10/25/2026 ★Best Price Not Available CoreWeave
HGX B300 288GB VRAM • CoreWeave	$4.48/hr★ Best 8x GPU	Not Available	—	CoreWeave
HGX B300 288GB VRAM • CoreWeave $4.48/hour 8x GPU configuration Updated: 10/27/2026 ★Best Price Not Available CoreWeave
L40 40GB VRAM • CoreWeave	$0.78/hr★ Best 8x GPU	Not Available	—	CoreWeave
L40 40GB VRAM • CoreWeave $0.78/hour 8x GPU configuration Updated: 10/25/2026 ★Best Price Not Available CoreWeave
L40S 48GB VRAM • CoreWeave	$0.98/hr★ Best 8x GPU	Not Available	—	CoreWeave
L40S 48GB VRAM • CoreWeave $0.98/hour 8x GPU configuration Updated: 10/25/2026 ★Best Price Not Available CoreWeave
RTX PRO 6000 96GB VRAM • CoreWeave	$1.20/hr★ Best 8x GPU	Not Available	—	CoreWeave
RTX PRO 6000 96GB VRAM • CoreWeave $1.20/hour 8x GPU configuration Updated: 10/27/2026 ★Best Price Not Available CoreWeave

A100 SXM 80GB VRAM • CoreWeave	$1.19/hr★ Best 8x GPU	Not Available	—	CoreWeave
A100 SXM 80GB VRAM • CoreWeave $1.19/hour 8x GPU configuration Updated: 10/27/2026 ★Best Price Not Available CoreWeave
B200 180GB VRAM • CoreWeave	$4.26/hr★ Best 8x GPU	Not Available	—	CoreWeave
B200 180GB VRAM • CoreWeave $4.26/hour 8x GPU configuration Updated: 10/27/2026 ★Best Price Not Available CoreWeave
GH200 96GB VRAM • CoreWeave	$6.50/hr★ Best	Not Available	—	CoreWeave
GH200 96GB VRAM • CoreWeave $6.50/hour Updated: 10/27/2026 ★Best Price Not Available CoreWeave
H100 SXM 80GB VRAM • CoreWeave	$2.44/hr★ Best 8x GPU	Not Available	—	CoreWeave
H100 SXM 80GB VRAM • CoreWeave $2.44/hour 8x GPU configuration Updated: 10/27/2026 ★Best Price Not Available CoreWeave
H200 141GB VRAM • CoreWeave	$2.62/hr★ Best 8x GPU	Not Available	—	CoreWeave
H200 141GB VRAM • CoreWeave $2.62/hour 8x GPU configuration Updated: 10/25/2026 ★Best Price Not Available CoreWeave
HGX B300 288GB VRAM • CoreWeave	$4.48/hr★ Best 8x GPU	Not Available	—	CoreWeave
HGX B300 288GB VRAM • CoreWeave $4.48/hour 8x GPU configuration Updated: 10/27/2026 ★Best Price Not Available CoreWeave
L40 40GB VRAM • CoreWeave	$0.78/hr★ Best 8x GPU	Not Available	—	CoreWeave
L40 40GB VRAM • CoreWeave $0.78/hour 8x GPU configuration Updated: 10/25/2026 ★Best Price Not Available CoreWeave
L40S 48GB VRAM • CoreWeave	$0.98/hr★ Best 8x GPU	Not Available	—	CoreWeave
L40S 48GB VRAM • CoreWeave $0.98/hour 8x GPU configuration Updated: 10/25/2026 ★Best Price Not Available CoreWeave
RTX PRO 6000 96GB VRAM • CoreWeave	$1.20/hr★ Best 8x GPU	Not Available	—	CoreWeave
RTX PRO 6000 96GB VRAM • CoreWeave $1.20/hour 8x GPU configuration Updated: 10/27/2026 ★Best Price Not Available CoreWeave

LLM API Pricing Comparison

Total models: 4Both available: 0CoreWeave: 0Fireworks AI: 4

Showing 4 of 4 models

Prices per 1M tokens · Last updated: 10/28/2026, 6:53:12 AM

Model ↑	CoreWeave	Fireworks AI	Input Diff ↕
DeepSeek V4.1 Flash DeepSeek	Not available	$0.300 in $1.20 out	—
GLM-5.3 Z.ai	Not available	$1.40 in $4.40 out	—
GLM-5.3-Flash Z.ai	Not available	$0.150 in $0.500 out	—
MiniMax-M3.1-Flash MiniMax	Not available	$0.150 in $0.600 out	—

Features Comparison

CoreWeave

Kubernetes-Native Platform
Purpose-built AI-native platform with Kubernetes-native developer experience
Latest NVIDIA GPUs
First-to-market access to the latest NVIDIA GPUs including Hopper (H100, H200, GH200) and Blackwell/Blackwell Ultra (GB200 NVL72, GB300 NVL72, HGX B200, HGX B300)
Mission Control
Unified security, talent services, and observability platform for large-scale AI operations, including fleet and node lifecycle controllers
High Performance Networking
HPC Interconnect with GPUDirect RDMA over InfiniBand for GPU-to-GPU communication, plus VPCs and Direct Connect private links via Equinix and Megaport
SUNK (Slurm on Kubernetes)
Managed Slurm running on Kubernetes for batch and burst training workloads
Purpose-Built AI Storage
S3-compatible AI Object Storage, POSIX distributed file storage, single-tenant VAST clusters, and local ephemeral storage on GPU nodes

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
Inference engine focused on throughput and latency
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

Pros & Cons

CoreWeave

Advantages

Extensive selection of NVIDIA GPUs, including latest Blackwell architecture
Kubernetes-native infrastructure for easy scaling and deployment
Fast deployment with 10x faster inference spin-up times
High cluster reliability with 96% goodput and 50% fewer interruptions

Considerations

Data center footprint concentrated in North America and Europe
Some configurations, including GB300 NVL72 and HGX B300, require contacting sales rather than self-service on-demand
Specialized nature may not suit all general computing needs

Fireworks AI

Advantages

Low-latency inference with a focus on 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

Compute Services

CoreWeave

GPU Instances

On-demand and reserved GPU instances with latest NVIDIA hardware

CPU Instances

High-performance CPU instances to complement GPU workloads

Managed Software Services

Managed orchestration and platform services layered on CoreWeave infrastructure

Fireworks AI

Pricing Options

CoreWeave

On-Demand Instances

Pay-per-hour GPU and CPU instances with flexible scaling and no long-term capacity commitment

Spot Instances

Burst capacity at a discount to on-demand rates, published for most GPU and CPU instance types

Reserved Capacity

Committed usage discounts up to 60% over on-demand pricing

Transparent Storage

No ingress, egress, or transfer fees for data movement on CoreWeave storage

Inference Per-GPU Pricing

Separate per-GPU hourly rates available to CoreWeave inference platform customers

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

Getting Started

CoreWeave

Get Started

1
Create Account
Sign up for CoreWeave Cloud platform access
2
Choose GPU Instance
Select from latest NVIDIA GPUs including H100, H200, and Blackwell architecture
3
Deploy via Kubernetes
Use Kubernetes-native tools for workload deployment and scaling

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

Support & Global Availability

CoreWeave

Global Regions

On-demand and spot GPU and CPU instances published for North America and Europe, with ongoing global AI data center expansion

Support

24/7 support from dedicated engineering teams, comprehensive documentation, and Kubernetes expertise

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