Place review where consequence changes
Not every automated step needs the same scrutiny. Use stronger review for money movement, payroll changes, employee data, accounting estimates, new suppliers, access permissions, and outputs that cannot be reversed easily. Use lighter sampling for stable, low-value, repeatable work.
The review point should occur before the consequence, not after. A post-payment report can detect an error but cannot prevent it.
Give the reviewer evidence
A person cannot validate an AI recommendation without the source information and the reason it was flagged. Show the original document, extracted fields, confidence, relevant policy, and prior pattern where available. Make edits and escalation straightforward.
Review queues should prioritize risk rather than arrive as one undifferentiated list. High-value or unusual items need attention first, while familiar low-risk suggestions can be sampled.
- Confidence below the approved threshold
- Amount above a materiality threshold
- New employee, supplier, or bank detail
- Conflict between source systems
- Sensitive data or irreversible action
Preserve accountability
Name an owner for the full workflow, not just the review queue. That owner monitors performance, updates rules, investigates recurring exceptions, and knows when the automation should be paused. The provider of the AI tool is not the business-process owner.
Keep an audit trail of input, recommendation, reviewer action, and final result. That record supports learning and helps the business explain how a decision was made.
Improve the loop over time
Track false positives, missed issues, overrides, cycle time, and correction cost. Review why humans changed the recommendation. Those patterns can improve prompts, rules, training data, or the upstream process.
A mature loop makes people more effective. It moves expert attention toward the moments where judgment has the most value and lets automation handle more of the predictable preparation.
This article provides general business information, not legal, tax, accounting, security, or employment advice. Requirements vary; consult qualified advisers for your situation.
