AI Incident Narratives

When AI Fails
Explanations Matter

Plain-language incident narratives documenting what happened, how AI was involved, human decisions and overrides, and mitigations. Built for regulators, auditors, insurers, and legal teams.

incident_narrative_INC-392.md
14:23AI Classification

GPT-4 auto-classified support ticket #4821 as "low priority" based on keyword analysis.

14:23No Human Review

Classification bypassed human review — escalation rule not configured for this ticket type.

15:47Customer Escalation

Customer called support line reporting urgent issue. Ticket still marked low priority.

16:02Incident Declared

Support manager escalated to P1. AI misclassification identified as root cause.

16:30Mitigation Applied

Mandatory human review added for all priority classifications. Policy updated.

What It Delivers

Inside Every Incident Narrative

Structured, plain-language documents built for the people who need to understand what happened.

What Happened

Plain-language summary of the incident, its impact, and the timeline of events.

How AI Was Involved

Which AI models were used, what decisions they made, and where automation occurred without human oversight.

Human Decisions & Overrides

Who was accountable, what approvals existed (or didn't), and where human judgment was bypassed.

Mitigations & Lessons Learned

What was done to resolve the incident, prevent recurrence, and improve AI governance.

Why This Matters

Poor Explanations Increase Risk

Without clear, structured narratives, every AI incident amplifies organizational exposure.

Regulatory Scrutiny

Poor explanations invite deeper investigation and harsher findings from regulators.

Legal Exposure

Without clear accountability records, your organization is vulnerable in litigation.

Insurance Claims Risk

Insurers increasingly require evidence of AI governance when processing claims.

Be Ready When Incidents Happen
Not Scrambling After

Incident narratives are generated from your existing data — no manual documentation required.