# AI for Deviation Investigation & CAPA

Every pharmaceutical manufacturing site generates deviations — events where a process, procedure, or result falls outside approved parameters. Each deviation requires investigation to determine root cause, assessment of product impact, and corrective and preventive actions (CAPA). This is one of the most resource-intensive activities in quality operations.

The Deviation Investigation Challenge

A mid-size manufacturing site might process 300-500 deviations annually. Each requires: - Initial classification and severity assessment - Root cause investigation (often involving cross-functional teams) - Product impact assessment (does the deviation affect released or in-process batches?) - CAPA development and implementation - Effectiveness verification - GMP-compliant documentation of the entire investigation

The average deviation investigation takes 30-45 days to close, with complex investigations extending to 90+ days. Overdue deviations are a top finding in regulatory inspections.