AI Time Entry System — Concept Prototype
Reducing 30-minute time entry sessions to under 12 minutes with AI.
An interactive prototype for an AI-powered time tracking system targeting "complex users" — professionals who log 6+ WBS codes daily and spend 30+ minutes on time entry. The prototype demonstrates how calendar-based AI suggestions can dramatically streamline the process.
Problem
Complex users (18% of the user base) spent over 30 minutes per day on manual time entry, often submitting late or inaccurately. Existing tools were reactive — they required full manual input with no intelligence layered on top.
Solution
An AI assistant that activates after 15 minutes of activity and surfaces calendar-based suggestions for time entries, allowing users to apply all their entries in one click.
- Calendar sync auto-suggests WBS codes from Outlook events
- AI detects recurring patterns and pre-fills common entries
- Bulk entry mode with keyboard shortcuts for power users
- AI appears non-intrusively after threshold time, not upfront
Phased Rollout Strategy
Designed a 3-phase product roadmap to ship incrementally and validate each layer before expanding.
- Phase 1 — Calendar Sync + Smart Detection (Live)
- Phase 2 — Pattern Recognition, Bulk Entry, Time Splitting (Q2)
- Phase 3 — Voice Input, Mobile App, Auto-Save Drafts (Q3)