ModelRefs / Guardrails — AI Glossary

Guardrails — AI Glossary

Runtime checks that constrain LLM inputs and outputs to safe, on-policy, and structured forms. Guardrails are not alignment.

Overview

Guardrails include PII detection and redaction, jailbreak detection, topic restriction, toxicity filtering, output schema validation, and hallucination detection. Implemented client-side (Llama Guard, NeMo Guardrails, Guardrails AI) or server-side at the model gateway.

Reference details

Topicsafety
Last reviewed2026-06-24

Example: Two checks, two directions

Inbound, a guardrail scans the user message for an injection attempt and refuses before the model ever sees it. Outbound, it validates the response against a schema and scans for anything resembling a card number or national ID; a failing response is regenerated or blocked rather than returned. Both sit outside the model, which is what makes them enforceable.

Commonly confused with

Guardrails are not alignment. Alignment shapes what the model tends to do during training; guardrails are runtime checks that hold whether or not the model cooperates. A well-aligned model still needs guardrails, because alignment is a tendency and a guardrail is a control.

When to use it

Reach for it when:

  • Output flows somewhere consequential — a customer, a database, a payment
  • You must be able to show an auditor what was enforced
  • The input is user-controlled and may be adversarial

Reach for something else when:

  • As your only defence: guardrails are filters, and filters are bypassable
  • On internal prototypes, where they mostly slow iteration
  • As a substitute for permissions — a check that says no is weaker than an action that cannot be taken

Referenced by

This term is used by the following ModelRefs references:

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Frequently asked questions

What is Guardrails?

Runtime checks that constrain LLM inputs and outputs to safe, on-policy, and structured forms.

What concepts are related to Guardrails?

Closely related concepts include hallucination, jailbreak, prompt injection, alignment.