AI gateway vs direct provider API

A direct provider API is often the simplest starting point. A gateway layer like OSIR API becomes useful when teams need shared controls for accounts, quota, billing, usage records, and model operations.

Decision area Direct provider API OSIR API gateway
Best stage Prototype or single-team integration. Shared production infrastructure across products or teams.
Account operations Usually handled inside application code or manual provider settings. Managed through account pools and operational controls.
Quota and billing Often added later as custom product logic. Kept close to gateway traffic, usage records, subscriptions, and balance controls.
Provider changes May require product-side changes across multiple services. Can be coordinated behind one gateway entry point.

Practical rule

Start direct when the integration is simple. Add a gateway when AI access becomes shared infrastructure with operational, billing, quota, or multi-account requirements.