What is the difference between Inception and Prime Intellect?

Inception and Prime Intellect 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: Inception or Prime Intellect?

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 Inception and Prime Intellect?

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

Inception vs Prime Intellect

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

Inception

Provider 1

Models Available

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Prime Intellect

Provider 2

100

Models Available

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Comparison Overview

102

Total LLM Models

Inception Models

100

Prime Intellect Models

Direct Comparisons

LLM API Pricing Comparison

Total models: 102Both available: 0Inception: 2Prime Intellect: 100

Showing 15 of 102 models

Prices per 1M tokens · Last updated: 11/12/2026, 1:34:37 PM

Model ↑	Inception	Prime Intellect	Input Diff ↕
Claude Fable 5 Anthropic	Not available	$10.00 in $50.00 out	—
Claude Fable 5.1 Anthropic	Not available	$10.00 in $50.00 out	—
Claude Fable 5.2 Anthropic	Not available	$8.00 in $40.00 out	—
Claude Haiku 4.5 Anthropic	Not available	$1.00 in $5.00 out	—
Claude Opus 4.1 Anthropic	Not available	$15.00 in $75.00 out	—
Claude Opus 4.5 Anthropic	Not available	$5.00 in $25.00 out	—
Claude Opus 4.6 Anthropic	Not available	$5.00 in $25.00 out	—
Claude Opus 4.7 Anthropic	Not available	$5.00 in $25.00 out	—
Claude Opus 4.8 Anthropic	Not available	$5.00 in $25.00 out	—
Claude Opus 5 Anthropic	Not available	$5.00 in $25.00 out	—
Claude Opus 5.5 Anthropic	Not available	$4.00 in $20.00 out	—
Claude Sonnet 4.5 Anthropic	Not available	$3.00 in $15.00 out	—
Claude Sonnet 4.6 Anthropic	Not available	$3.00 in $15.00 out	—
Claude Sonnet 5 Anthropic	Not available	$2.00 in $10.00 out	—
Claude Sonnet 5.5 Anthropic	Not available	$2.00 in $10.00 out	—

Features Comparison

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

Prime Intellect

Multi-provider GPU access
On-demand access to 1 to 256 GPUs sourced from many clouds, managed from one dashboard, CLI, and API
Reserved clusters
Large-cluster requests sent to 50+ data centers for parallel quotes, from H100 and H200 to B200, B300, and GB300 NVL72
Prime Intellect Inference
OpenAI-compatible API for hosted open-weight models and gateway access to OpenAI, Anthropic, Google, xAI, and other model families, billed per token
Hosted RL training
Lab runs reinforcement-learning post-training against environments from the Environments Hub, with LoRA adapters deployable for inference
Orchestration and networking
SLURM and Kubernetes orchestration, InfiniBand networking, and Grafana monitoring for clusters
Spot resale
Idle reserved nodes can be put on Prime Intellect's spot market

Pros & Cons

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

Prime Intellect

Advantages

One account for GPUs across many underlying providers
Per-token inference rates are published through a public models endpoint
Inference, training, and GPU rental on the same platform
Publishes open-source models, datasets, and RL tooling

Considerations

GPU rates are only available after sign-in through the availability API, so they are not tracked here
As an aggregator, hardware, networking, and support depend on the underlying provider
Gateway models are routed to other inference providers rather than served on Prime Intellect's own hardware

Compute Services

Inception

Prime Intellect

Pricing Options

Inception

Per token

Input, cached input and output tokens billed per 1M

Enterprise

Dedicated capacity, private networking and custom terms through sales

Prime Intellect

On-demand GPUs

Hourly rates set per underlying provider, with community and spot tiers where available

Reserved clusters

Quoted per request from participating data centers

Per token

Inference billed per 1M input and output tokens, with cached-input rates on hosted models

Getting Started

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

Prime Intellect

Get Started

1
Create an account
Sign up at app.primeintellect.ai
2
Rent GPUs
Pick a GPU type, count, and provider from the availability list, then provision from the dashboard or the prime CLI
3
Call the inference API
Create an API key and point an OpenAI-compatible client at api.pinference.ai

Support & Global Availability

Inception

Support

Documentation, email support, Discord community and enterprise sales

Prime Intellect

Support

Documentation, plus direct assistance from the research and infrastructure engineering team and a dedicated solutions engineer for reserved-cluster customers