01The context
The challenge
Import manifests contain high-value operational information in formats that are difficult to process consistently with traditional rules alone.
Project narrative
From need to outcome
02The work
The approach
Managed the design of an AI-assisted extraction workflow that converts document content into structured data while preserving validation and review steps.
03The value
The outcome
Created a structured approach for processing previously unstructured information and prepared the workflow for iterative quality improvement.