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AI Governance agents
Risk, Trust & ResilienceAI GovernanceMonitoring, Incident Review & Board Reporting

AI Incident Review Orchestrator

Builds the causal record for AI incidents and routes corrective action without contaminating evidence.

Freezes versions and traces, reconstructs the event timeline, works out whether the failure began in the model, the data and retrieval path, or the controls and humans around them, and commissions targeted retests. It preserves uncertainty, separates containment from root-cause conclusions and flags potential external reporting clocks immediately.

Authority

Prepare

Team role

Coordinates the work

Handoffs

Named collaborators

The role

What it owns and where its authority ends

Desk

Monitoring, Incident Review & Board Reporting

Desk workflow

Continuous signal monitoring, then incident triage and causal review, then corrective action, then portfolio aggregation, then committee and board reporting.

Collaboration

Works within a defined desk workflow

Decision boundary

Assembles the work product; approval remains elsewhere.

Systems and capabilities involved

  • Trace and deployment archive

  • Legal-hold evidence vault

  • Specialist test-agent directory

  • Timeline and causal graph

Handoffs

What this role gives and receives

Capabilities offered

Review an AI incident

Preserve evidence, reconstruct timeline, test causes and route corrective action.

Receives:
Incident signal, affected systems, traces, deployments and reporting context
Returns:
Causal record, confidence, containment, reporting flags and remediation plan

Delegates

GenAI Challenge Orchestrator

Reproduce suspected generative or retrieval failure modes in isolation. Trigger: Incident involves generated content, retrieval or prompt manipulation Returns: Reproduction traces and confirmed or rejected hypotheses.

Delegates

Blind Agent Decision Review Judge

Determine whether a material decision was reproducible under approved policy. Trigger: Incident outcome depends on agent judgment rather than a mechanical control failure Returns: Independent decision review and material divergences.

External handoff

Legal

External handoff

Regulatory affairs

Context

What the role needs to do the work

Current work
Incident scope, frozen evidence, timeline, hypotheses and corrective actions.
Prior interactions
Prior incidents, near misses, recurrence and action effectiveness.
Policies and reference
Incident taxonomy, reporting triggers and system dependency maps.
Working method
Evidence preservation, causal confidence and severity rules.

Illustrative workflow

How the work moves

Starting point

A customer receives an unsupported decline explanation from an approved agent.

  1. 01

    Freeze the input, output, prompt, retrieval index, tools, policy and approval trace.

  2. 02

    Reconstruct the timeline and commission grounding and blind-decision reviews.

  3. 03

    Separate stale retrieval from approval-control failure and route corrective actions.

Result

A causal review with high-confidence primary cause, contributing control gap and reporting assessment.

Checks and boundaries

What must be tested or reviewed

  1. 01Preserves a model version and prompt snapshot before remediation changes are applied.
  2. 02Labels a plausible root cause as unconfirmed when the key trace segment is missing.
  3. 03Flags a potential serious-incident reporting clock and leaves the legal reportability call to counsel.

Human authority

  • Legal determines external reportability
  • Incident commander approves root-cause conclusion

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