What Is the Difference Between an AI Inference API and a Foundation Model API?
Understand the difference between an AI inference API and a foundation model API, and which one fits a single-provider versus a multi-model product.
Is an AI Model Aggregation Layer Reliable in Production?
An AI model aggregation layer can be production-reliable if it offers status visibility, retries, webhook and async handling, and honest provider boundaries.
What Is Serverless GPU Inference for Beginners?
A beginner's guide to serverless GPU inference: how on-demand model execution works, what you pay for, and when it beats managing your own GPUs.
What Is a Multimodal AI API?
Learn what a multimodal AI API is, how one interface covers image, video, audio, 3D, and LLM models, and when it beats separate provider integrations.
What Is an AI Model Aggregation Platform / Model Gateway?
Learn what an AI model aggregation platform or model gateway does: one interface for many models, with centralized auth, billing, discovery, and routing.
Why Not Use the Official Model Provider's API Directly?
Direct provider APIs suit single-model products; see when an aggregation layer wins on model switching, unified billing, and lower maintenance cost.