Expanded existing AI agent solution to provide more information regarding reasoning steps and enhance user experience while ensuring evaluation can be executed on sight.

Integrating GPT CoPilot improved the time tracking app with an intuitive interface, faster tracking, increased user satisfaction, and growing monthly users.

The existing approach relied on a static Excel workbook that was limited in flexibility, accessibility, and scalability.