What is the difference between Groq and Inception?

Groq and Inception 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: Groq or Inception?

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 Groq and Inception?

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

Groq vs Inception

Compare LLM inference API pricing between Groq and Inception. Find the best rates for AI training, inference, and ML workloads.

Groq

Provider 1

Models Available

Visit Website

Inception

Provider 2

Models Available

Visit Website

Comparison Overview

Total LLM Models

Groq Models

Inception Models

Direct Comparisons

LLM API Pricing Comparison

Total models: 4Both available: 0Groq: 2Inception: 2

Showing 4 of 4 models

Prices per 1M tokens · Last updated: 10/27/2026, 7:51:33 AM

Model ↑	Groq	Inception	Input Diff ↕
GPT-OSS-120B OpenAI	$0.150 in $0.600 out	Not available	—
GPT-OSS-20B OpenAI	$0.075 in $0.300 out	Not available	—
Mercury 2 Inception	Not available	$0.250 in $0.750 out	—
Mercury 3 Inception	Not available	$0.100 in $0.350 out	—

Features Comparison

Groq

LPU-Powered Inference
Custom Language Processing Units run inference, with 256 LPUs and 128 GB of on-chip SRAM per rack
OpenAI-Compatible API
Drop-in replacement for the OpenAI API at api.groq.com/openai/v1, including a Responses API
Layered Platform
GroqMetal bare-metal infrastructure, GroqCore inference stack, and GroqAssured enterprise governance, each including the layers below
Multimodal Endpoints
Text generation plus speech-to-text, text-to-speech, OCR and image recognition, and content moderation models
Agentic Systems and Built-In Tools
Compound systems that combine models with web search, code execution, remote MCP tools, and Google Workspace connectors
Service Tiers
Performance, flex, and batch processing tiers, plus prompt caching, structured outputs, and LoRA inference

Inception

Mercury chat models
Chat Completions endpoint for the Mercury models, with tool calling, structured outputs and selectable reasoning effort
Code completion and next-edit
Fill-in-the-middle and edit endpoints served by the Mercury Edit code model for IDE autocomplete
Mercury Decide
A decisions endpoint for classification, scoring and span extraction over shared context, returning calibrated probabilities
Mercury Voice
A model tuned for low time-to-first-token in real-time voice agents, enabled per organization through sales
Prompt caching
Cached input tokens are billed at a reduced rate
Integrations
Documented integrations for Cursor, Zed, VS Code extensions, LangChain and Vapi

Pros & Cons

Groq

Advantages

High published token speeds (500 t/s on GPT-OSS 120B, 1,000 t/s on GPT-OSS 20B)
OpenAI-compatible API for easy integration
Competitive pricing for open-weight models
Free tier available for testing

Considerations

Small model catalog: production text models are limited to OpenAI GPT-OSS
Focus on inference only - no training capabilities
Several models are preview-only and may be discontinued at short notice

Inception

Advantages

First-party access to the Mercury diffusion models
OpenAI-compatible API
Cached-input rates published per model
Also available through OpenRouter, AWS Bedrock and Azure Foundry

Considerations

Only Inception's own models are offered
Older Mercury models are closed to new users

Compute Services

Groq

Inception

Pricing Options

Groq

Pay-per-token

Token-based pricing with separate input/output rates; audio models are billed per hour and speech models per character

Batch and flex processing

Alternative service tiers for throughput-tolerant or bursty workloads instead of the standard on-demand tier

Enterprise capacity

Dedicated capacity and enterprise-only models quoted through sales

Free tier

Rate-limited free access for development and testing

Inception

Per token

Input, cached input and output tokens billed per 1M

Enterprise

Dedicated capacity, private networking and custom terms through sales

Getting Started

Groq

Get Started

1
Create an account
Sign up at console.groq.com with email or OAuth
2
Get API key
Generate an API key from the console dashboard
3
Make API calls
Use the OpenAI-compatible endpoint with your preferred model

Inception

Get Started

1
Create an account
Sign up on the Inception Platform
2
Create an API key
Generate a key in the platform dashboard
3
Call the API
Send requests to api.inceptionlabs.ai with an OpenAI-compatible client or the Inception SDKs

Support & Global Availability

Groq

Global Regions

13 data centers across four continents, including sites in the US (Liberty Lake, St Paul, Dallas, Houston), Canada (Kamloops, Vaudreuil-Dorion, Calgary), Finland, the UK, Australia, and Saudi Arabia

Support

Documentation and API reference, developer community, production readiness guides, and enterprise onboarding via sales

Inception

Support

Documentation, email support, Discord community and enterprise sales