How do guardrails work in production LLM applications?

Guardrails enforce safety, correctness, and format constraints on LLM outputs.

Guardrails are validation layers that check inputs and outputs of LLMs. They include rule-based filters, toxicity classifiers, schema validation, and post-processing checks. If output violates constraints, it is blocked or regenerated. They ensure compliance, safety, and structural consistency.