Adaptive Review Engine
AI-optimized review cadences and pre-filled draft reviews — calibrated per employee based on tenure, trajectory, and role complexity.
Adaptive Review Cadence
Sample AI output
Review brief for Morgan: 7 completed projects this quarter, 2 cross-team collaborations, recognition-to-contribution ratio 0.62 (below team avg 0.81). Suggested framing: recognize scope of delivery, address visibility gap. Pre-filled draft ready in 8 minutes.
Input signals
- Employee tenure data
- Performance trajectory signals
- Role complexity metadata
- Prior review completion data
- Chemistry and sentiment context
What RUDY surfaces
- Optimized review cadence per employee
- Pre-filled draft review
- Calibration session normalization guidance
- Review outcome fed into career trajectory model
How it works
RUDY maps tenure, trajectory, and complexity
For each employee, RUDY analyzes tenure, trajectory signals, role complexity, and prior review data to recommend the optimal review frequency and format.
AI recommends optimal review schedule
Review cadence ranges from accelerated (new hires, trajectory shifts, at-risk signals) to standard (stable performers) to extended (consistent senior contributors).
Manager receives pre-filled draft
Before each review, the manager receives a pre-filled draft that draws from chemistry data, sentiment signals, milestone history, and growth trajectory. Final review remains fully in the manager's hands.
A day with RUDY
“Alex has 4 direct reports. RUDY shows Maya needs a review now (trajectory shift detected), Chen's next review is in 3 weeks (standard cadence), Jordan's was flagged as 'at risk' and moved up, Priya's was completed last week. Each pre-filled draft takes 8 minutes to finalize instead of 45.”
Research foundation
Performance management research, calibration bias literature, and adaptive scheduling systems.
Frequently asked questions
See RUDY AI in action.
Explore real workforce intelligence, privacy-first AI coaching, and manager-ready insights in our live demo environment.
No surveillance. No black-box scoring. Human review where it matters.