Buyer's guide

AI platforms and infrastructure

A guide to notable AI platforms, spanning model marketplaces, fast inference clouds, local runtimes, and enterprise cloud services, grouped by deployment model.

Model marketplaces and gateways

AI products
NameCompanyCategoryBusiness modelLaunchedUpdated
OpenRouter OpenRouter Platforms & Infrastructure Paid 2023 2026-07-27
Hugging Face Hugging Face, Inc. Platforms & Infrastructure Freemium 2016 2026-07-16
Replicate Replicate Platforms & Infrastructure Paid 2019 2026-07-27
Poe Quora Platforms & Infrastructure Freemium 2023-02 2026-07-24

Fast inference clouds

AI products
NameCompanyCategoryBusiness modelLaunchedUpdated
Groq Groq Platforms & Infrastructure Freemium 2024-02 2026-07-27
Fireworks AI Fireworks AI Platforms & Infrastructure Paid 2023 2026-07-27
Together AI Together AI Platforms & Infrastructure Paid 2023 2026-07-27
Cerebras Cerebras Systems Platforms & Infrastructure Freemium 2024-08 2026-07-27

Local and self-hosted runtimes

AI products
NameCompanyCategoryBusiness modelLaunchedUpdated
Ollama Ollama Platforms & Infrastructure Open (open weights/source) 2023-07 2026-07-27
LM Studio LM Studio Platforms & Infrastructure Free 2023 2026-07-27
Jan Menlo Research Platforms & Infrastructure Open (open weights/source) 2023 2026-07-27
vLLM vLLM Project Platforms & Infrastructure Open (open weights/source) 2023-06 2026-07-27
Open WebUI Open WebUI Platforms & Infrastructure Open (open weights/source) 2023 2026-07-27

LLM app and agent builders

AI products
NameCompanyCategoryBusiness modelLaunchedUpdated
Dify LangGenius Platforms & Infrastructure Open (open weights/source) 2023 2026-07-27

Enterprise cloud AI services

AI products
NameCompanyCategoryBusiness modelLaunchedUpdated
Amazon Bedrock Amazon Web Services Platforms & Infrastructure Paid 2023-09 2026-07-27
Azure AI Foundry Microsoft Platforms & Infrastructure Paid 2024-11 2026-07-27
Vertex AI Google Platforms & Infrastructure Paid 2021-05 2026-07-27

Frequently asked questions

What are the best AI platforms and infrastructure?

This guide highlights OpenRouter, Hugging Face, Replicate, Poe, Groq, Fireworks AI.

How many tools does this guide cover?

It lists 17 tools across 5 categories.