The interaction hub provides three core functions: 1) visual presentation of the AI reasoning chain, showing the complete derivation process of approval recommendations; 2) three-state operation controls (accept/modify/reject) to support quick decision-making; and 3) a built-in version comparison tool to trace each manual intervention. The interface design complies with ISO 9241-110 human-computer interaction standards, and the average task completion time is controlled within 90 seconds.
In practice, the compliance officer quickly identifies high-risk requests through color coding (red marking of key audit items), and uses the annotation tool to add legal basis and then directly modify the system recommendations. All operation records are automatically synchronized to the knowledge base, forming a data flywheel for enhanced learning. User experience reports show that 85%'s auditors can complete complex approval processes within 3 operations.
This answer comes from the articleLLManager: a management tool that combines intelligent automated process approvals with human reviewsThe
