Deviation Triage & Root Cause Drafting

The Problem

Deviation investigations are time-consuming. Investigators spend hours searching for related events in historical data before they can form a hypothesis — time that compounds when multiple deviations hit at once.

The Workflow

Three agents handle the heavy lifting:

1. Classifier — reads the deviation description and assigns a severity level and category (process, equipment, material, personnel)
2. Historical Search — queries the deviation log for similar events in the past 24 months and surfaces the top matches
3. Hypothesis Drafter — synthesizes the classification and historical context into a structured root cause hypothesis using your SOP language

Setup

Create a trigger on your EDMS: when a new deviation record is opened, fire the workflow with the deviation ID. The draft hypothesis lands in the investigator’s queue within minutes.

Results

Investigators using this workflow spend less time on data gathering and more time on root cause validation — cutting average investigation open time by nearly half.