Learning Hub / Knowledge library / Respond to AI incidents
FIELD GUIDE 14 · Expert

When AI fails, make the next step clear.

Design an operational response for incorrect outputs, unintended actions, and failures discovered after release.

3 min read · Plus practice · Editorial update: 23 October 2026
KNOW FIRSTDesign meaningful human review →
YOUR DOMAINEvaluation, Security & Governance
GO NEXTAI agents & permissions →
What you will be able to do

Prepare an incident runbook with containment, evidence, ownership, recovery, and restart checks.

Define what needs a response

An incident is a problem that needs coordinated action in your operating context. Define examples before an urgent report arrives.

Impact and scope guide the response. A rejected draft differs from incorrect information already sent to many recipients.

A reporting route must be easy to find and owned. NIST’s AI RMF includes feedback, monitoring, incident response, and recovery across deployed systems.

Contain the affected behavior

Containment limits further impact while investigation continues. Pause the affected sending step or route work to a tested manual process.

The pause owner needs real authority to act. Record a backup owner so response does not depend on one person being available.

A scoped response avoids assuming every component has failed. However, widen containment when evidence shows the problem crosses the original boundary.

Preserve useful evidence

An incident record captures timestamps, affected items, observed outputs, and relevant system versions. Separate confirmed facts from assumptions and unanswered questions.

Sensitive records need controlled access and appropriate retention. Do not copy every user message into a broadly shared incident document.

Execution evidence helps distinguish an attempted action from a completed one. Check the destination system before deciding what must be corrected or reversed.

Work through a fictional sending error

A fictional briefing service sends twelve summaries before an editor spots a retired deadline. The drafts cite an outdated policy version.

The immediate response pauses scheduled sends and preserves the affected output IDs. The team checks which messages were actually delivered before contacting recipients.

The recovery work corrects the source selection and prepares reviewed corrections. Reverting software alone cannot retract information people have already received.

Illustrative runbook for the briefing service
StageNamed roleEvidence or action
ContainOperations ownerPause scheduled sends; confirm the queue is stopped
ScopeEditor and operations ownerIdentify delivered messages and the source version
CorrectContent ownerApprove accurate replacement information
RepairSystem maintainerFix version selection and preserve the change record
RetestEvaluation ownerTest current, historical, and conflicting-source cases
RestartRelease ownerReview results and authorize a limited restart

Treat restart as a new decision

A repair addresses the cause you identified. Retest the original failure and nearby cases before assuming the problem is resolved.

A restart record states what changed, who reviewed it, and which uncertainties remain. Begin within a scope that the team can actively monitor.

A learning review looks beyond individual mistakes. Ask which missing control allowed the error through and add that failure to the evaluation set.

Practice: rehearse the runbook

Your exercise imagines a wrong answer discovered after ten recipients received it. Write the first three actions and assign an owner to each.

A tabletop rehearsal walks through the scenario without sending real messages. Check whether the team can find the pause control, affected records, and correction owner.

A strong response separates containment, investigation, and recovery. Explain why rollback alone does not undo an external side effect.

Compare with the worked answer

Worked answer: First pause further sends and confirm that containment worked. Next preserve the relevant evidence and identify actual recipients. Then have the content owner approve a correction plan. Retest the repaired source selection before a named release owner authorizes restart.

Use the method on your own task

Editable worksheet: Download the Markdown template and open it in a text editor. Use fictional or approved information; no account or paid service is required.

Download the worksheet (.md) ↓

What to carry forward

Prepare an incident runbook with containment, evidence, ownership, recovery, and restart checks.

Show your reasoning with the exercise above. Keep the evidence, the decision, and the remaining uncertainty together.

Useful terms for this lesson

EvaluationRubricHuman ReviewLeast Privilege

Sources & further reading

NIST AI RMF: Core functions ↗

AI Competence: Learning routes ↗

The practical examples and exercises on this page are illustrative. Source links provide background; they do not certify the exercises or endorse this hub.

Apply this idea to a worked case.

The agent that passed the wrong test →