Decoding Failure: Lessons from 10,000 API Calls in Production Cloud Environments

LLM API Reliability: The Reality Nobody Talks About If you have run more than a few thousand LLM calls in production, you have seen the pattern: things work perfectly in development, then fall apart under load. Failure Type Rate Root Cause Timeout 2-5 percent Network congestion, provider throttling