work
AI-assisted intake workflow
An illustrative workflow pattern for document intake, review queues, model evaluation, and human oversight.
Illustrative pattern; no client, metric, or outcome is being claimed.
Context
This illustrative pattern shows how a team might improve document-heavy intake. It describes an engineering approach, not a customer or measured outcome.
Challenge
The workflow involves repetitive review, incomplete submissions, internal routing, and the need to preserve human accountability.
Approach
The build would combine structured extraction, review queues, confidence thresholds, audit logs, and evaluation sets based on representative examples.
What this example demonstrates
This is an illustrative workflow pattern, not a client case study. The important design choices are traceability, reviewable decisions, and measured model behavior without removing people from accountable steps.