Performance Intelligence Platform

Performance Review Intelligence for Confident Talent Decisions

Transform structured review data into calibrated, bias-aware, leadership-ready decisions. Combine narrative intelligence, rating normalization, trajectory modeling, and defensible documentation in one unified system.

GroSum - AI Review Intelligence
Completion
87%
Bias Score
Low
AI Draft - Priya Sharma
Priya drove the API integration 2 weeks ahead of schedule, demonstrating exceptional technical leadership...
📊 Review Health Index
Completion velocity: +12% vs last cycle
Average writing time reduced: 7.4 hrs → 42 mins
Bias risk monitored across 3 dimensions · 0 critical alerts.
AI Writing
Priya has demonstrated exceptional cross-team collaboration, leading 3 major integrations...
Strength Growth Area Goal

Review Writer

Generates complete review narratives from actual performance data - goals achieved, feedback received, check-in history, and OKR progress. Managers cut review writing from 8 hours to 30 minutes while improving quality and consistency.

  • Generates Strength / Growth / Goal paragraphs from real data
  • Tone controls: Constructive, Balanced, Developmental, Direct
  • Bulk generation: entire team's reviews in one click
  • Manager reviews, edits, and approves AI draft
Review Writer
PS
Priya Sharma AI Draft
💪 Strengths
Priya drove the API integration 2 weeks ahead of schedule. Team morale at 92% under her leadership. Successfully mentored 2 junior developers through their first production deployments.
🌱 Growth Areas
Could benefit from more structured delegation - tendency to take on critical-path items personally. Proactive stakeholder communication during timeline shifts.
🎯 Development Goals
Lead a cross-functional initiative in Q2. Complete leadership communication workshop by March.
Accept Edit Regenerate Tone
🧠 Data Sources Used
• 4 quarterly OKR updates
• 12 peer feedback comments
• 3 manager check-ins
• Goal achievement rate: 92%
Narrative confidence score: 89%

Real-Time Bias Detection

Continuously scans written narratives and rating patterns for linguistic bias, recency distortion, halo/horn effects, and inflation tendencies - supporting equitable and defensible performance decisions.

  • Flags gendered language patterns in real-time
  • Detects recency bias - over-weighting recent events
  • Identifies halo/horn effect across review dimensions
  • Suggests neutral alternative phrasing automatically
Bias Detection Engine
Review Scan Results
Gendered Language Flagged
"She is aggressive in meetings"
💡 Suggested: "She is assertive and direct in meetings"
Recency Bias Warning
80% of cited examples are from the last 6 weeks. Consider including Q1 and Q2 achievements.
Halo/Horn Effect Clear
Rating variance across dimensions looks balanced. No single-dimension skew detected.
⚖ Bias Risk Score
Overall review bias risk: 18% (Low)
Highest detected category: Recency bias (Moderate)
Benchmarked against org-wide language distribution patterns.

Calibration Assistant

System identifies rating distribution anomalies per manager, highlights inconsistencies between scores and goal data, and recommends data-backed calibration adjustments to support consistent, defensible decisions.

  • Detects rating inflation/deflation per manager
  • Flags inconsistencies: high rating + missed goals
  • Cross-team normalization recommendations
  • Supports bell curve, forced ranking, or free distribution
Calibration Dashboard
Manager Rating Patterns
Meera R.
Rajesh T.
Calibration Insightt
Rajesh rates 55% of team as "Exceptional" vs org avg of 18%. 2 employees rated 5.0 but missed key OKRs - review recommended.
Auto-Calibrate Review Outliers
📈 Calibration Stability Score
Org-wide rating variance: 0.82 (Healthy)
2 managers flagged for inflation patterns
Normalization adjustment impact: −4% average rating shift.

Performance Trajectory Predictor

Data-driven trajectory modeling highlights early signals of performance risk or acceleration based on historical review and goal data. Identify declining trajectories early, surface the factors most correlated with improvement, and feed predictions into succession planning.

  • Forecasts next-cycle performance probability based on behavioral and execution trends
  • Early warning: employees showing declining trajectory
  • Identifies factors correlated with improvement
  • Feeds directly into succession planning pipeline
Performance Predictions
Q2 2026 Trajectory Forecast
PS
Priya S.
Improving
AK
Arjun K.
Stable
SL
Sarah L.
At Risk
Action Needed
Sarah's check-in frequency dropped 60%, missed 2 OKR deadlines. Factors: new manager transition + role scope expansion. Recommend 1:1 this week.
📊 Predictive Confidence
Model confidence: 83%
Key predictive factors: Check-in frequency, goal completion velocity, feedback sentiment shift
Trained on prior 5 review cycles across similar roles.

Structured Development Planning

Every review automatically generates a personalized Individual Development Plan. AI maps skill gaps to specific learning resources, suggests stretch assignments, and tracks progress over review cycles. Shifts performance reviews from retrospective evaluation to forward-looking capability development.

  • Creates IDP from review data + 360 feedback combined
  • Maps skill gaps to specific learning resources
  • Suggests stretch assignments based on growth areas
  • Tracks development progress across review cycles
Individual Development Plan
PS
Priya Sharma - IDP Q2 2026
🎯 Stakeholder Communication Gap: Moderate
📚 Complete "Exec Communication" course · 🏋️ Lead Q2 board presentation · 👥 Shadow VP for 2 client calls
🤝 Delegation Skills Gap: Minor
📚 Read "Multipliers" · 🏋️ Delegate 2 critical-path items this sprint · 👥 Mentorship: pair with Rajesh (strong delegator)
Auto-generated from review + 360 data Export PDF
📈 Growth Projection
Closing Stakeholder Communication gap expected to increase next-cycle rating probability by +14%.
Correlation derived from similar growth paths in prior cycles.

Smart Review Letters & Communication

Auto-generate personalized review letters with mail-merge style templates. Include performance data, increment details, development plans, and manager commentary. Structured communication workflows with digital acknowledgment tracking.

  • Dynamic templates with performance data fields
  • Performance + Increment + Bonus combined letters
  • Group employees by outcome tier for batch processing
  • One-click email delivery with acknowledgment tracking
Letter Generator
PERFORMANCE REVIEW LETTER
Confidential
Dear {{employee_name}},
Your overall performance rating for {{period}} is {{rating}}. Your increment is {{increment}}% and bonus of ₹{{bonus}}...
247 letters ready
Tier A: 48 · Tier B: 132 · Tier C: 67
Send All
📬 Delivery Analytics
94% digital acknowledgment rate within 48 hours
3 employees pending sign-off
All letters encrypted and audit-tracked for compliance.