How do you reduce hallucinations in production?

Reduce hallucinations with RAG to ground answers in real sources, with prompts that explicitly ask the model to abstain when uncertain, with structured outputs that constrain format, with citation requirements that force the model to point to evidence, with fact-checking against trusted sources, and with calibration prompts that ask the model to rate its own confidence. No single method eliminates hallucinations.