How to Use AI to Triage Complaints, Find Patterns, and Draft CAPAs

30 minutes

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Complaints arrive as free text and end up in a manual queue. Triage is the part regulators care most about, and often the part teams do last, by hand. Individually, complaints get handled. Collectively, they're identifiers, but the pattern analysis that never happens because it means reading a year of closed records. AI can do both: turn raw intake into a drafted complaint record with classification and trace links, then surface recurring failure modes and draft the CAPA. Built with human approvals before anything becomes a controlled record.

What you'll learn

• The process from raw complaint intake into a drafted complaint record with proposed type, investigation decision, and affected items
• How to analyze complaints in aggregate, surface recurring failure modes, and draft the CAPA with root cause and effectiveness checks traced to justified records
• How to keep a human in the loop through owner, R&D, and quality review