Map engineering activity to the categories finance actually uses
- Use AI-assisted time mapping to match calendar events, Jira tickets, GitHub commits, and Zoom meetings to custom categories—GL codes, CapEx, OpEx, R&D, bug fixes, and more
- Identify where development time is going: too many meetings, projects with no ROI, or work that doesn't qualify for capitalization
- Give finance verified, categorized data instead of end-of-quarter estimates that no one can defend in an audit

