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QWED and Guardrails solve different problems in an AI stack. Guardrails helps you constrain structure. QWED helps you verify correctness.

Core difference

ToolPrimary jobBest at
GuardrailsOutput structure and policy rulesJSON schemas, validators, formatting constraints
QWEDDeterministic verificationMath, logic, code, SQL, tool-call verification

When Guardrails is enough

Use Guardrails when you need:
  • Valid JSON or XML
  • Required fields and schema checks
  • Basic policy filters
  • Controlled output formats for downstream parsing

When you need QWED

Use QWED when you need:
  • Formal verification for LLM outputs
  • AI agent security before tool execution
  • Verified tool calls and MCP security
  • Deterministic checks for numbers, logic, code, and SQL

Best-practice stack

Use both together:
  1. Guardrails enforces the response format.
  2. QWED verifies whether the contents are actually correct.