AI API Rate Limiting in Production: Diagnosing RPM, TPM, and Concurrent Request Bottlenecks

Production teams often see 429 errors even at low request rates—why? This article breaks down the three rate-limiting dimensions (RPM, TPM, and concurrency), exposes hidden incidents from shared quotas and non-standard gateway hangs, and provides a complete production solution from Retry-After backoff and per-key quota isolation to hybrid scheduling with dedicated compute and official channels.

How to Troubleshoot AI API 429 Errors? A Guide to Classifying Four Causes and Retry Backoff

Learn how to diagnose AI API 429 errors by classifying four causes and implementing effective retry backoff strategies.