Case Study
Admin Copilot experience
Reduced repetitive operations by 60% across approval-heavy back-office workflows.
Outcome
60% less manual ops
Intent-driven task rails, explainable suggestions, and controlled automation across enterprise admin tools.
LLMPrompt UXWorkflow AutomationAuditability
Problem
Teams were navigating fragmented state across operators, tooling, and reporting with avoidable cognitive load.
Approach
Built with typed domain models, progressive disclosure, and strong interaction contracts to keep decisions legible.