What is the difference between Empirio Labs and Fireworks AI?

Empirio Labs 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: Empirio Labs 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 Empirio Labs 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.

Empirio Labs vs Fireworks AI

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

Empirio Labs

Provider 1

Models Available

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Fireworks AI

Provider 2

Models Available

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Comparison Overview

Total LLM Models

Empirio Labs Models

Fireworks AI Models

Direct Comparisons

LLM API Pricing Comparison

Total models: 31Both available: 6Empirio Labs: 29Fireworks AI: 8

Showing 15 of 31 models

Prices per 1M tokens · Last updated: 10/23/2026, 11:52:02 PM

Model ↑	Empirio Labs	Fireworks AI	Input Diff ↕
DeepSeek V4 Pro DeepSeek	$1.32 in $3.96 out	Not available	—
DeepSeek V4.1 Flash DeepSeek	$0.300 in $1.20 out	$0.300 in $1.20 out	$0.0000
Gemma 4 26B Google	$0.050 in $0.290 out	Not available	—
GLM-5.2 Z.ai	$1.40 in $4.40 out	Not available	—
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	$0.075 in $0.250 out	$0.150 in $0.500 out	$0.075
Inkling Thinking Machines Lab	Not available	$1.00 in $4.05 out	—
Kimi K2.6 Moonshot AI	$0.894 in $3.71 out	Not available	—
Kimi K2.7 Code Moonshot AI	$0.950 in $4.00 out	Not available	—
Kimi K3 Moonshot AI	$3.00 in $15.00 out	$3.00 in $15.00 out	$0.0000
MiMo-V2.6-Flash Xiaomi	$0.140 in $0.280 out	Not available	—
MiMo-V2.6-Pro Xiaomi	$0.435 in $0.870 out	Not available	—
MiniMax M2.7 MiniMax	$0.150 in $0.600 out	Not available	—
MiniMax-M3.1-Flash MiniMax	$0.113 in $0.450 out	$0.150 in $0.600 out	$0.037
Mistral Small 4 Mistral	$0.150 in $0.600 out	Not available	—

Features Comparison

Empirio Labs

Multi-format API
Requests can use the OpenAI Chat Completions, OpenAI Responses, Anthropic Messages or Google Gemini format with one set of credentials.
Large model catalog
The docs list 200+ language, image, video, audio and multimodal models from dozens of authors behind a single API.
GPU Cloud
Managed GPU instances for model serving, notebooks, ComfyUI or custom CUDA Docker images, billed by the second against the credit balance.
Hosted Agents
Private OpenClaw or Hermes agent runtimes that run on EmpirioLabs models and connect to chat channels and tools.
MCP server
Models and platform features are available to MCP clients such as Claude, ChatGPT and Cursor.

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

Pros & Cons

Empirio Labs

Advantages

One API key reaches language, image, video, audio and 3D generation models
Compatible with OpenAI, Anthropic and Gemini request formats
Pay-as-you-go prepaid credits with optional Lite, Pro and Max plans
Account usage API reports balance, request history and costs

Considerations

Default limits are 50 requests and 2,000,000 tokens per minute; higher limits are by request
Prepaid credits bought on or after 23 July 2026 expire after 12 months
Many catalog models are proprietary endpoints routed from other developers rather than self-hosted

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

Compute Services

Empirio Labs

Fireworks AI

Pricing Options

Empirio Labs

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

Empirio Labs

Get Started

1
Create an account
Sign up on the EmpirioLabs platform and open the dashboard.
2
Add credits
Top up the prepaid balance from the Billing page, or choose an optional plan.
3
Create an API key
Generate a key with the sk-empiriolabs- prefix and keep it server-side.
4
Send a request
Call the API using the OpenAI, Anthropic or Gemini request format with the key as a bearer token.

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

Empirio Labs

Global Regions

Global

Support

Email support@empiriolabs.ai; documentation at docs.empiriolabs.ai

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