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By Jonah Cohen, Member of the Technical Staff

In the past year, both Codex and Sora have seen rapid adoption, with usage quickly pushing beyond what we originally expected. We’ve seen a consistent pattern: users dive in, find real value, and then run into rate limits.

Rate limits can help smooth demand and ensure fair access; however, when users are getting value, hitting a hard stop can be frustrating. We wanted a way for users to keep going, while protecting system performance and user trust in our approach.

To solve this, we built a real‑time access engine that counts usage. One of the layers in that engine is the ability to purchase credits. When users exceed their rate limits, credits let them keep using our products by spending down their credit balance.…

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