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AI resilienceAdvanced

AI Deactivation and Contingency Controls

AI deactivation and contingency controls let an organization pause, limit, localize, roll back, or replace an AI capability when risk exceeds tolerance.

What it means

AI deactivation and contingency controls let an organization pause, limit, localize, roll back, or replace an AI capability when risk exceeds tolerance.

Why it matters

A system cannot be governed if it has no safe way to stop, no alternative process, or dependencies that make rollback impractical.

Practical focus

  • Define the approved purpose, accountable owner, users, operating environment, and acceptable risk for ai deactivation and contingency controls before implementation or procurement
  • Implement decision thresholds, authorized stop mechanisms, degraded modes, human fallback, dependency mapping, rollback artifacts, communications, and recovery tests through documented architecture, policy, configuration, and change control
  • Collect stop criteria, authority records, drill results, rollback timing, fallback capacity, dependency failures, and restoration approvals and compare the results with approved requirements, risk thresholds, and expected outcomes
  • Exercise this failure scenario as a planned test: a harmful model update is detected but operations continue because the only rollback path breaks a critical service

Common mistakes

  • Using the label ai deactivation and contingency controls without defining the exact system boundary, decision, data, and people in scope
  • Treating a model response or vendor claim as sufficient evidence without testing the surrounding application and operating process
  • Failing to preserve stop criteria, authority records, drill results, rollback timing, fallback capacity, dependency failures, and restoration approvals in a form that lets reviewers reconstruct decisions and changes
  • Testing only the normal path and never rehearsing what happens when a harmful model update is detected but operations continue because the only rollback path breaks a critical service

Certification relevance

This subject appears in or supports the following certification bodies of knowledge:

Responsible AIIAPP AIGPAI Security

Authoritative sources