What is the difference between Cerebras and Empirio Labs?

Cerebras and Empirio Labs 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: Cerebras or Empirio Labs?

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 Cerebras and Empirio Labs?

Yes, both providers offer flexible cloud GPU services. However, consider factors like data transfer costs, setup time, and specific features when switching between providers.

Cerebras vs Empirio Labs

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

Cerebras

Provider 1

Models Available

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Empirio Labs

Provider 2

Models Available

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Comparison Overview

Total LLM Models

Cerebras Models

Empirio Labs Models

Direct Comparisons

LLM API Pricing Comparison

Total models: 16Both available: 0Cerebras: 2Empirio Labs: 14

Showing 15 of 16 models

Prices per 1M tokens · Last updated: 10/22/2026, 9:03:03 PM

Model ↑	Cerebras	Empirio Labs	Input Diff ↕
Gemma 4 26B Google	Not available	$0.050 in $0.290 out	—
GPT-OSS-120B OpenAI	$0.350 in $0.750 out	Not available	—
Kimi K2.6 Moonshot AI	Not available	$0.894 in $3.71 out	—
MiniMax M2.7 MiniMax	Not available	$0.150 in $0.600 out	—
MiniMax-M3.1-Flash MiniMax	Not available	$0.113 in $0.450 out	—
Muse Glimmer Meta	Not available	$0.200 in $0.800 out	—
Muse Spark 1.1 Meta	Not available	$1.25 in $4.25 out	—
Muse Spark 1.2 Meta	Not available	$1.25 in $4.25 out	—
Muse Spark 1.3 Meta	Not available	$1.25 in $4.25 out	—
Qwen 3.5 9B Alibaba	Not available	$0.090 in $0.130 out	—
Qwen3.5 4B Alibaba	Not available	$0.040 in $0.070 out	—
Qwen3.6 35B A3B Alibaba	Not available	$0.070 in $0.420 out	—
Qwen3.8 27B Alibaba	$0.990 in $1.49 out	Not available	—
Step 3.5 Flash StepFun	Not available	$0.100 in $0.300 out	—
Step 3.7 Flash StepFun	Not available	$0.200 in $1.15 out	—

Features Comparison

Cerebras

Wafer-Scale Inference
Models run on the Cerebras Wafer-Scale Engine, which keeps model weights in on-chip SRAM to reach published speeds in the thousands of tokens per second
OpenAI-Compatible API
Chat Completions and Completions endpoints at api.cerebras.ai/v1, usable from the OpenAI SDKs or the Cerebras Python and TypeScript SDKs
Open-Weight Model Catalog
Public endpoints serve unmodified open-weight models such as OpenAI GPT OSS and Qwen, with a documented policy of no pruning on hosted models
Reasoning and Tool Calling
Configurable reasoning effort, streaming, structured outputs, parallel tool calling, and prompt caching across the catalog
Image Inputs
Vision-capable models accept PNG and JPEG images alongside text
Dedicated Endpoints
Private, provisioned endpoints on reserved capacity with fine-tuning, weight management, and additional model families, arranged through sales

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.

Pros & Cons

Cerebras

Advantages

Published throughput in the thousands of tokens per second on public models
Drop-in OpenAI-compatible API with first-party Python and TypeScript SDKs
Serves original, unpruned open-weight models with a stated no-modification policy
Free trial credits on signup, then self-serve pay-as-you-go

Considerations

Very small public model catalog compared with GPU-based inference providers
Free-tier context windows are roughly half the paid-tier limits
Preview models can be withdrawn and are not intended for production use

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

Compute Services

Cerebras

Empirio Labs

Pricing Options

Cerebras

Free Trial

Time-limited credits granted on signup, with lower rate limits and context windows than paid tiers

Developer (Pay as You Go)

Prepaid credits billed per million input and output tokens at published per-model rates

Enterprise and Dedicated Endpoints

Reserved capacity, higher rate limits, and additional models on custom terms through sales

Empirio Labs

Getting Started

Cerebras

Get Started

1
Create an account
Sign up at cloud.cerebras.ai and add a payment method to activate the free trial
2
Get an API key
Generate a key from the Cloud Console
3
Install an SDK
pip install cerebras_cloud_sdk or npm install @cerebras/cerebras_cloud_sdk, or use the OpenAI SDK pointed at api.cerebras.ai/v1
4
Make a request
Call chat completions with a model ID from the catalog, such as gpt-oss-120b

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.

Support & Global Availability

Cerebras

Global Regions

Cerebras-operated data centers in North America, with expansion into Europe; no region selection on the public API

Support

Documentation and API reference, model-specific guides, Cloud Console usage monitoring, Discord community, and enterprise support for dedicated customers

Empirio Labs

Global Regions

Global

Support

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