AI SaaS API billing and quota management

AI SaaS products need more than model access. They need usage records, quota controls, subscriptions, balance rules, and operational visibility tied to API traffic.

Usage records Track gateway traffic so product and operations teams can understand consumption patterns.

Quota controls Apply limits around users, keys, channels, or plans before cost grows uncontrolled.

Billing context Connect AI usage to balance, subscription, payment, and fulfillment workflows.

Admin operations Give operators a console for managing the AI delivery layer instead of hiding it in code.

Positioning

OSIR API is not only a proxy. It is an operations layer for AI products that need gateway access, usage management, quota policy, billing visibility, and account scheduling in one place.