AI Infrastructure Guide

Provider directory

Compare AI infrastructure providers

Browse local provider profiles covering category, best-fit workloads, pricing style, regions, complexity and enterprise readiness.

OpenRouter

Inference API routing

Unified API access to multiple model providers through a routing layer.

Best for
Model experimentation, Inference API routing, Fast prototype switching
Pricing style
Token-based pass-through and routing fees
Complexity
Low
Enterprise
Moderate
Regions
Global API access, Provider-dependent residency
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RunPod

GPU cloud

GPU instances and serverless GPU options for development and inference workloads.

Best for
GPU development, Cost-sensitive experiments, Custom model hosting
Pricing style
Hourly GPU and serverless pricing
Complexity
Medium
Enterprise
Moderate
Regions
Global capacity varies by GPU type
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Vast AI

GPU marketplace

Marketplace-style access to distributed GPU machines from independent hosts.

Best for
Low-cost GPU experiments, Batch jobs, Flexible GPU access
Pricing style
Marketplace hourly GPU pricing
Complexity
High
Enterprise
Emerging
Regions
Host-dependent global availability
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Together AI

Managed inference and training

Managed inference, fine-tuning and dedicated infrastructure for open models.

Best for
Open model inference, Fine-tuning, Enterprise open-model deployments
Pricing style
Token-based, fine-tuning and dedicated deployment pricing
Complexity
Low
Enterprise
High
Regions
US-focused and enterprise-dependent options
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Fireworks AI

Inference API

Fast managed inference for open and fine-tuned models.

Best for
Low-latency inference, Open model APIs, Production model serving
Pricing style
Token-based and dedicated inference pricing
Complexity
Low
Enterprise
High
Regions
Provider-managed regions
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Lambda Labs

GPU cloud

GPU cloud instances and infrastructure for machine learning teams.

Best for
Dedicated GPU instances, Training workloads, ML infrastructure teams
Pricing style
Hourly GPU instance pricing and reserved capacity
Complexity
Medium
Enterprise
Moderate
Regions
US and selected global capacity
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AWS GPU Instances

Hyperscale cloud GPU

GPU instances and managed AI services inside the AWS cloud ecosystem.

Best for
Enterprise infrastructure, Compliance-heavy deployments, Existing AWS teams
Pricing style
On-demand, reserved and savings-plan infrastructure pricing
Complexity
High
Enterprise
High
Regions
Broad global AWS regions with capacity differences
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Google Cloud GPU

Hyperscale cloud GPU

GPU infrastructure and managed AI services in Google Cloud.

Best for
Google Cloud teams, Enterprise AI platforms, Large-scale ML workflows
Pricing style
Cloud infrastructure pricing and managed service pricing
Complexity
High
Enterprise
High
Regions
Broad Google Cloud regions with capacity differences
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Azure AI / GPU

Hyperscale cloud GPU

Microsoft cloud GPU infrastructure and Azure AI services.

Best for
Microsoft enterprise environments, Governed AI, Private deployments
Pricing style
Cloud infrastructure, managed AI and committed capacity pricing
Complexity
High
Enterprise
High
Regions
Broad Azure regions with capacity differences
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Modal

Serverless compute

Developer-focused serverless compute for AI jobs, inference and data workflows.

Best for
Python-native AI apps, Serverless GPU jobs, Rapid internal tooling
Pricing style
Usage-based serverless compute pricing
Complexity
Medium
Enterprise
Moderate
Regions
Provider-managed regions
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Replicate

Model API platform

API access for running and publishing open models with managed infrastructure.

Best for
Model demos, API-based inference, Open model experimentation
Pricing style
Usage-based model runtime pricing
Complexity
Low
Enterprise
Moderate
Regions
Provider-managed regions
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Groq

Inference API

High-speed inference API built around specialized inference hardware.

Best for
Latency-sensitive inference, Hosted model APIs, Developer prototypes
Pricing style
Token-based inference pricing
Complexity
Low
Enterprise
Moderate
Regions
Provider-managed regions
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OpenAI

Foundation model API

Managed API access to proprietary frontier and production model capabilities.

Best for
Managed LLM APIs, Product teams, High-level AI capabilities
Pricing style
Token-based API pricing and enterprise contracts
Complexity
Low
Enterprise
High
Regions
Provider-managed regions and enterprise-dependent options
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Anthropic

Foundation model API

Managed API access to Claude models for enterprise and developer workloads.

Best for
Managed LLM APIs, Enterprise assistant use cases, Text-heavy workloads
Pricing style
Token-based API pricing and enterprise contracts
Complexity
Low
Enterprise
High
Regions
Provider-managed regions and partner cloud options
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Mistral AI

Model provider

European AI model provider with managed APIs and open model options.

Best for
European AI strategy, Open model options, Managed inference
Pricing style
Token-based API and enterprise deployment pricing
Complexity
Low
Enterprise
High
Regions
EU-oriented and provider-managed options
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