Performance Review Assistant

The Challenge

Managers struggle to write meaningful performance reviews. Remembering six months of contributions, balancing feedback, and following HR guidelines takes hours per report.

The AI Desk Solution

AI Desk compiles evidence and drafts review sections, helping managers write thoughtful, balanced reviews.

The Workflow

Step 1: Review Initiation

Input: "Performance review for Alex Rivera"
Sources: Goals, peer feedback, 1:1 notes, achievements

Step 2: Evidence Compilation

• Goal progress tracking
• Peer feedback themes
• Manager notes
• Achievements documented

Step 3: Review Draft

📝 Performance Review: Alex Rivera
Period: H2 2025

SUMMARY RECOMMENDATION
Exceeds Expectations (4/5)
Strong technical contributor with growing
leadership impact. Ready for promotion path.

GOAL ACHIEVEMENT

Goal 1: Launch Search Optimization ✓
├── Status: Completed ahead of schedule
├── Impact: 42% latency reduction
└── Evidence: Q3 metrics dashboard

Goal 2: Mentor 2 Junior Engineers ✓
├── Status: Exceeded (mentored 3)
├── Impact: All mentees promoted/retained
└── Evidence: 1:1 notes, peer feedback

Goal 3: Reduce Bug Escape Rate ⚠
├── Status: Partially met (4% vs 3% target)
├── Context: Aggressive timeline on new feature
└── Evidence: Quality dashboard

PEER FEEDBACK THEMES
Strengths:
├── "Always available to help debug"
├── "Explains complex concepts clearly"
└── "Reliable on critical projects"

Development Areas:
├── "Could delegate more"
└── "Sometimes takes on too much"

MANAGER ASSESSMENT
[Draft sections for each competency]

DEVELOPMENT RECOMMENDATIONS
├── Delegation and prioritization coaching
├── Technical lead shadow opportunity
└── Presentation skills workshop

Value Proposition

• Time Saved: 2 hours per review
• Evidence-Based: Real data included
• Better Quality: Balanced, specific feedback