How to Validate LLM Outputs in Production Before They Break Your Pipeline

LLM hallucination in production pipelines is silent — it produces confidently wrong outputs with no error state. Here is the four-layer defense pattern: schema validation, confidence gating, cross-reference checks, and retry logic. Plus how to build a free validation test suite with Apify before you ship.