What is the difference between Fireworks AI and Lyceum?

Fireworks AI and Lyceum 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 Lyceum?

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 Lyceum?

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 6 different GPU models across both Fireworks AI and Lyceum, with 0 models available from both providers.

Fireworks AI vs Lyceum

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

Fireworks AI

Provider 1

GPUs Available

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Lyceum

Provider 2

GPUs Available

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Comparison Overview

Total GPU Models

Fireworks AI GPUs

Lyceum GPUs

Direct Comparisons

GPU Pricing Comparison

Total GPUs: 6Both available: 0Fireworks AI: 0Lyceum: 6

Showing 6 of 6 GPUs

Last updated: 10/25/2026, 5:31:00 PM

GPU Model ↑	Fireworks AI Price	Lyceum Price	Price Diff ↕	Sources
A100 SXM 80GB VRAM • Lyceum	Not Available	$1.19/hr★ Best	—	Lyceum
A100 SXM 80GB VRAM • Not Available Lyceum $1.19/hour Updated: 10/23/2026 ★Best Price Lyceum
B200 180GB VRAM • Lyceum	Not Available	$4.49/hr★ Best	—	Lyceum
B200 180GB VRAM • Not Available Lyceum $4.49/hour Updated: 10/23/2026 ★Best Price Lyceum
H100 SXM 80GB VRAM • Lyceum	Not Available	$2.39/hr★ Best	—	Lyceum
H100 SXM 80GB VRAM • Not Available Lyceum $2.39/hour Updated: 10/17/2026 ★Best Price Lyceum
H200 141GB VRAM • Lyceum	Not Available	$3.09/hr★ Best	—	Lyceum
H200 141GB VRAM • Not Available Lyceum $3.09/hour Updated: 10/23/2026 ★Best Price Lyceum
HGX B300 288GB VRAM • Lyceum	Not Available	$5.59/hr★ Best	—	Lyceum
HGX B300 288GB VRAM • Not Available Lyceum $5.59/hour Updated: 10/23/2026 ★Best Price Lyceum
L40S 48GB VRAM • Lyceum	Not Available	$1.99/hr★ Best	—	Lyceum
L40S 48GB VRAM • Not Available Lyceum $1.99/hour Updated: 10/23/2026 ★Best Price Lyceum

A100 SXM 80GB VRAM • Lyceum	Not Available	$1.19/hr★ Best	—	Lyceum
A100 SXM 80GB VRAM • Not Available Lyceum $1.19/hour Updated: 10/23/2026 ★Best Price Lyceum
B200 180GB VRAM • Lyceum	Not Available	$4.49/hr★ Best	—	Lyceum
B200 180GB VRAM • Not Available Lyceum $4.49/hour Updated: 10/23/2026 ★Best Price Lyceum
H100 SXM 80GB VRAM • Lyceum	Not Available	$2.39/hr★ Best	—	Lyceum
H100 SXM 80GB VRAM • Not Available Lyceum $2.39/hour Updated: 10/17/2026 ★Best Price Lyceum
H200 141GB VRAM • Lyceum	Not Available	$3.09/hr★ Best	—	Lyceum
H200 141GB VRAM • Not Available Lyceum $3.09/hour Updated: 10/23/2026 ★Best Price Lyceum
HGX B300 288GB VRAM • Lyceum	Not Available	$5.59/hr★ Best	—	Lyceum
HGX B300 288GB VRAM • Not Available Lyceum $5.59/hour Updated: 10/23/2026 ★Best Price Lyceum
L40S 48GB VRAM • Lyceum	Not Available	$1.99/hr★ Best	—	Lyceum
L40S 48GB VRAM • Not Available Lyceum $1.99/hour Updated: 10/23/2026 ★Best Price Lyceum

LLM API Pricing Comparison

Total models: 13Both available: 3Fireworks AI: 4Lyceum: 12

Showing 13 of 13 models

Prices per 1M tokens · Last updated: 10/25/2026, 5:31:00 PM

Model ↑	Fireworks AI	Lyceum	Input Diff ↕
DeepSeek V4 Flash DeepSeek	Not available	$0.250 in $0.300 out	—
DeepSeek V4 Pro DeepSeek	Not available	$2.00 in $4.00 out	—
DeepSeek V4.1 Flash DeepSeek	$0.300 in $1.20 out	$0.500 in $1.50 out	$0.200
GLM-5.2 Z.ai	Not available	$1.50 in $4.50 out	—
GLM-5.3 Z.ai	$1.40 in $4.40 out	$1.40 in $4.40 out	$0.0000
GLM-5.3-Flash Z.ai	$0.150 in $0.500 out	$0.200 in $0.500 out	$0.050
Kimi K2.7 Code Moonshot AI	Not available	$1.25 in $4.50 out	—
Kimi K3 Moonshot AI	Not available	$3.00 in $15.00 out	—
MiniMax-M3 MiniMax	Not available	$0.400 in $2.00 out	—
MiniMax-M3.1-Flash MiniMax	$0.150 in $0.600 out	Not available	—
Qwen3.8 2.4T A95B Alibaba	Not available	$2.50 in $6.00 out	—
Qwen3.8 27B Alibaba	Not available	$0.400 in $2.40 out	—
Qwen3.8-Flash-Next Alibaba	Not available	$0.200 in $0.500 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

Lyceum

Serverless Inference
API access to open-source models with pay-per-token pricing.
Dedicated Endpoints
Reserved GPU capacity for production models ensuring low latency and high availability.
Serverless Training
Run training jobs on GPUs without the need for infrastructure management.
GPU Virtual Machines
Full root access to customizable GPU instances ready in seconds.
Large-Scale Clusters
Support for configurations from 8 to 8,000 GPUs with InfiniBand connectivity.
OpenAI-Compatible API
Serverless models are served through an OpenAI-compatible endpoint, so existing OpenAI SDK code works by changing the base URL and API key.

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

Lyceum

Advantages

Instant availability of GPUs with minimal provisioning time.
No capacity planning or vendor lock-in required.
Complies with EU data residency requirements.

Considerations

Dedicated endpoint and reserved capacity pricing is agreed per contract rather than published.
Spot GPUs can be reclaimed, and not every GPU type is offered as spot.
Data centres are in Europe only.

Compute Services

Fireworks AI

Lyceum

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

Lyceum

Serverless inference

Billed per token for input, cached input and output, with no base fee

Prompt caching

Repeated prompt prefixes still in GPU memory are billed at the cached input rate where listed

On-demand GPUs

Billed per second with no subscription

Spot GPUs

About 45% less than on-demand; capacity can be reclaimed

Reserved GPUs, clusters and dedicated endpoints

Commitment pricing agreed per contract, including multi-year reserved blocks

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

Lyceum

Get Started

1
Sign Up
Create an account on the Lyceum platform.
2
Choose a Service
Select between inference, training, or virtual machine options.
3
Deploy a Model or Job
Use provided API or CLI instructions to submit your workload.
4
Monitor Usage
Utilize dashboard features to track resource usage and performance.
5
Seek Support if Needed
Contact the sales or support team for assistance.

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

Lyceum

Global Regions

European data centres; serverless models run in Paris and Finland, while dedicated and VM locations are agreed per contract

Support

Email support for all customers; business customers also get a shared Slack channel and agreed response times.