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guardrail-scorecard Framework for defining, monitoring, and enforcing guardrail metrics across experiments.

Guardrail Scorecard Skill

When to Use

  • Setting non-negotiable metrics (stability, churn, latency, compliance) before launching tests.
  • Monitoring live experiments to ensure guardrails stay within thresholds.
  • Reporting guardrail status in launch packets and post-test readouts.

Framework

  1. Metric Inventory list guardrail metrics, owners, data sources, refresh cadence.
  2. Threshold Matrix define warning vs critical bands per metric / persona / region.
  3. Alerting & Escalation map notification channels, DRI, and decision timelines.
  4. Exception Handling document when guardrail overrides are acceptable and required approvals.
  5. Retrospective Loop log breaches, mitigations, and rule updates for future tests.

Templates

  • Guardrail register (metric, threshold, owner, alert channel).
  • Live monitoring dashboard layout.
  • Exception memo structure for approvals.

Tips

  • Tie guardrails to downstream systems (billing, support) to catch second-order impacts.
  • Keep thresholds dynamic for seasonality but document logic.
  • Pair with launch-experiment to ensure readiness before flipping flags.