Deployment and Operations

Operational guidance for deploying and managing guardrails

Overview

This guide covers production operations after profile design: deployment strategy, monitoring, and change management.

Deployment Patterns

Standalone Guardrail Endpoint

Use when guardrail processing is managed as an independent endpoint workflow.

Add to Existing Deployment

Use when policy enforcement must be attached directly to a live model endpoint.

Operational Checklist

Track profile status and deployment health daily.

Review top violated probes and categories weekly.

Audit project-level guardrail mappings after release changes.

Version policy updates and keep rollback-ready profiles.

Coordinate with app teams before threshold increases.

Change Management Flow

KPIs to Track

KPI	Why It Matters
Violation rate by category	Detects emerging abuse patterns
False-positive rate	Protects user experience
Deployment health status	Ensures policy is active
Time-to-mitigate incidents	Measures operational readiness