A review queue should show why an item needs attention and what evidence the reviewer should compare. A long list of unexplained warnings slows useful work.
The decision to make
Prioritise exceptions by consequence and urgency. Give each item an owner and preserve a history of decisions.
Practical checklist
- Display the source beside extracted fields.
- Explain validation failures in plain language.
- Record who changed a value and when.
An illustrative example
A missing reference might block matching, while a formatting difference may be harmless. Different exceptions should not receive identical treatment.
Your next step
Measure unresolved exceptions and review effort, not only the number of documents processed automatically.
AI-assisted planning guide published by Prime Pixels. Examples are illustrative, not customer case studies. Project scope and applicable requirements must be checked for your circumstances.