Blog
Inference, priced by the market
Practical notes on buying and selling OpenAI-compatible capacity through Air Inference.
2026-10-05 · 5 min read
Provider Essentials for Air Inference Success
A comprehensive guide for providers on managing credentials, PAYG rates, going live, and maintaining healthy listings in the Air Inference marketplace.
Air Inference · AI Inference · Provider Guide · Marketplace Success
2026-10-04 · 5 min read
Setting Up OpenAI-Compatible Endpoints with vLLM and llama.cpp
Learn how to configure vLLM and llama.cpp servers as OpenAI-compatible endpoints and successfully list them on the Air Inference marketplace.
vLLM · llama.cpp · OpenAI-compatible · AI inference · Air Inference
2026-10-03 · 6 min read
The Pros and Cons of Building an Inference Broker Compared to Using an Open Marketplace
Explore the advantages and disadvantages of creating your own inference broker versus leveraging an open marketplace like Air Inference. This article delves into the practical implications, costs, and limitations of both approaches, providing a comprehensive guide for developers and providers.
inference broker · open marketplace · AI inference · Air Inference · v1 limits
2026-10-02 · 4 min read
Provider Strategies for Success in the Air Inference Marketplace
Explore essential strategies for providers in the Air Inference marketplace, including managing credentials, understanding PAYG rates, going live, and maintaining healthy listings.
Air Inference · AI Inference · Marketplace Strategies · Provider Playbook
2026-10-01 · 4 min read
Creating OpenAI-Compatible Endpoints with vLLM and llama.cpp for Marketplace Listing
Learn how to expose vLLM and llama.cpp servers as OpenAI-compatible endpoints and list them on the Air Inference marketplace, maximizing your potential earnings from AI inference.
vLLM · llama.cpp · OpenAI-compatible endpoints · AI inference · Air Inference
2026-09-30 · 5 min read
Understanding Air Credits and Reserved GPU Capacity for Startups
Explore the differences between Air Credits pay-as-you-go pricing and reserved GPU capacity for startups utilizing OpenAI-compatible APIs. Learn how Air Inference offers flexibility and cost-effectiveness for developers and providers alike.
Air Inference · AI Inference · OpenAI-compatible APIs · Startup Resources · Pricing Models
2026-09-29 · 7 min read
Building Your Inference Broker or Joining an Open Marketplace
Explore the pros and cons of developing your own inference broker versus leveraging an open marketplace like Air Inference. Understand the limitations and advantages of each approach for AI inference.
AI Inference · Open Marketplace · Air Inference · Inference Broker · Developers · Providers
2026-09-28 · 5 min read
Guide for Providers on Managing AI Inference Listings
This comprehensive guide covers essential aspects for providers on Air Inference, including setting up credentials, understanding PAYG rates, going live, and maintaining healthy listings to maximize visibility and usage.
Air Inference · AI Inference · Provider Playbook · Marketplace Listings · PAYG Rates
2026-09-27 · 5 min read
Unlocking Profits from Idle GPU Capacity for AI Inference
Explore the potential ROI of GPU colocation and home labs for monetizing idle H100 and RTX 4090 inference capacity in the Air Inference marketplace.
GPU colocation · AI inference · ROI · H100 · RTX 4090 · Air Inference
2026-09-26 · 5 min read
Provider Playbook for AI Inference Success
A comprehensive guide for providers on using Air Inference, covering credentials, PAYG rates, going live, and maintaining healthy listings.
Air Inference · AI Inference · Marketplace · Providers · Credentials · PAYG Rates
2026-09-25 · 6 min read
Maximizing Your Returns from Idle GPU Inference Capacity
Explore the strategies for maximizing ROI on idle H100 and RTX 4090 GPUs through colocation and home lab setups, and how Air Inference can facilitate this process.
GPU Colocation · Home Lab · ROI · Air Inference · AI Inference · H100
2026-09-24 · 6 min read
Navigating the Choice Between Custom Inference Brokers and Open Marketplaces
Explore the advantages and limitations of building your own inference broker compared to leveraging an open marketplace like Air Inference for AI inference needs.
AI inference · Air Inference · inference broker · open marketplace · developers
2026-09-23 · 5 min read
Enabling AI Inference with Air Credits for Developers
Discover how developers can easily buy Air Credits and utilize the /api/v1 endpoint to access a wide range of AI models in the Air Inference marketplace.
AI Inference · Air Credits · Developers · Marketplace · API
2026-09-22 · 6 min read
Evaluating the Benefits of an Open Marketplace for AI Inference
Discover the advantages and limitations of using an open marketplace like Air Inference for AI inference compared to building your own broker. Understand the practical implications and v1 limits in this comprehensive comparison.
AI Inference · Open Marketplace · Air Inference · Inference Broker · Developers
2026-09-21 · 5 min read
How Developers Access the Air Inference Marketplace for AI Models
Learn how developers can purchase Air Credits and utilize the /api/v1 endpoint to access a variety of AI inference models available on the Air Inference marketplace.
Air Inference · AI models · developers · Air Credits · API
2026-09-20 · 5 min read
Direct Access to AI Inference Models with Air Inference
Learn how to enable a specific Air model ID and call that provider directly without fallback options in the Air Inference marketplace.
AI Inference · Air Inference · Marketplace · OpenAI-Compatible API · Developers
2026-09-19 · 5 min read
How Developers Access AI Inference Models with Air Inference
Explore how developers can enable AI models, purchase Air Credits, and effectively call the marketplace's /api/v1 chat completions endpoint for seamless integration.
Air Inference · AI Models · Developers · API Integration · Air Credits
2026-09-18 · 4 min read
Getting Started with Air Inference for Developers
Discover how developers can enable AI models, purchase Air Credits, and utilize the /api/v1 chat completions endpoint in the Air Inference marketplace.
Air Inference · AI models · Air Credits · developers · API access
2026-09-17 · 5 min read
Choosing Between an Inference Broker and an Open Marketplace
Explore the pros and cons of building your own AI inference broker versus utilizing an open marketplace like Air Inference, including practical insights on limitations and costs.
AI inference · Air Inference · inference broker · open marketplace · v1 limitations
2026-09-16 · 5 min read
Exposing vLLM and llama.cpp as OpenAI-Compatible Endpoints for Marketplace Listing
Learn how to expose vLLM and llama.cpp servers as OpenAI-compatible endpoints and effectively list them on the Air Inference marketplace. This guide covers the technical steps and best practices for providers looking to monetize their AI inference capabilities.
vLLM · llama.cpp · OpenAI-compatible · Air Inference · AI marketplace
2026-09-15 · 5 min read
Enabling AI Models with Air Credits for Developers
Learn how developers can effectively enable AI models, purchase Air Credits, and utilize the /api/v1 chat completions endpoint on the Air Inference marketplace.
Air Inference · AI models · developers · Air Credits · API
2026-09-14 · 5 min read
How Developers Utilize Air Credits to Access AI Inference Models
Explore how developers can purchase Air Credits and seamlessly call the /api/v1 chat completions endpoint on Air Inference to access various AI models.
Air Inference · AI Inference · Air Credits · Developers · API Integration
2026-09-13 · 5 min read
Maximizing ROI from Idle H100 and RTX 4090 Inference Capacity
Explore the potential returns on investment for GPU colocation and home labs by selling idle H100 and RTX 4090 inference capacity on Air Inference. Learn about strategies to optimize your setup and monetize your resources effectively.
GPU colocation · home lab · ROI · H100 · RTX 4090 · AI inference
2026-09-12 · 5 min read
Essential Guide for Providers on Air Inference
A comprehensive playbook for providers on Air Inference covering credentials, pay-as-you-go rates, launching services, and maintaining healthy listings.
Air Inference · AI Inference · Provider Guide · Marketplace · API
2026-09-11 · 6 min read
Building Your Own Inference Broker vs Using an Open Marketplace
Explore the advantages and challenges of creating a custom inference broker compared to leveraging an open marketplace like Air Inference. Understand the limitations of version 1 and the practical implications for developers and providers.
AI Inference · Inference Broker · Marketplace · Air Inference · OpenAI-Compatible
2026-09-10 · 6 min read
Routing Strategies for AI Inference Brokers
Explore the best routing strategies for AI inference brokers, focusing on the balance between cost-effectiveness and optimal provider selection.
AI Inference · Routing Strategies · Inference Brokers · Air Inference
2026-09-10 · 5 min read
Navigating Insufficient Credits and Rate Limits in AI Inference APIs
Learn how to effectively handle 402 insufficient_credits errors and manage rate limits when using Air Inference's shared inference marketplace API.
AI Inference · API Management · Error Handling · Air Inference
2026-09-10 · 8 min read
GPU Colocation vs Home Lab ROI for Monetizing Idle H100 and RTX 4090 Inference Capacity
Compare the ROI of GPU colocation facilities versus home lab setups for monetizing idle H100 and RTX 4090 compute through AI inference marketplaces. Analysis of costs, revenue potential, and operational considerations.
GPU colocation · home lab · H100 · RTX 4090 · AI inference · ROI analysis
2026-09-10 · 5 min read
Air Credits vs Reserved GPU Capacity for Startups
Explore the advantages of Air Credits pay-as-you-go pricing compared to reserved GPU capacity for startups utilizing OpenAI-compatible APIs.
Air Inference · AI inference · OpenAI-compatible APIs · startups · GPU capacity
2026-03-10 · 1 min read
Listing OpenAI-compatible GPUs as a provider
Expose vLLM or a compatible proxy, attach credentials, go live, and sell capacity through Air Inference.
providers · vLLM · openai-compatible