HR Performance Review Intelligence
● System Healthy
Total Agents
6
3 extraction · 3 decision
Tests Passing
12 / 12
100% pass rate
Reviews Analyzed
24
Q3 review cycle
Promotion Ready
4
Across all teams
Agent Confidence Scores
ReviewParser
—
GoalExtractor
—
FeedbackAnalyzer
—
TaskPrioritizer
—
OwnerAssigner
—
EscalationDecider
—
Recent Reviews
EmployeeRoleRatingAction
Sarah MartinezSenior EngineerExceedsPromotion
James LiuStaff EngineerMeetsOn Track
Priya SharmaEngineering MgrExceedsPromotion
Alex ThompsonJunior EngineerNeeds Imp.PIP
Goal Tracking Summary
EmployeeGoalProgressTargetStatus
Sarah MartinezLead K8s migration to production100%Q3 2024Complete
Sarah MartinezMentor 2 junior engineers100%Q3 2024Complete
James LiuDesign distributed cache system75%Q4 2024In Progress
Alex ThompsonComplete 3 feature PRs independently33%Q3 2024Behind

👥 What is HRFLOW?

HRFLOW (HR Performance Review Intelligence) is a multi-agent system that analyzes employee performance reviews and HR documents. It automatically parses review content, extracts development goals and competency ratings, analyzes feedback patterns, prioritizes HR actions, assigns follow-ups, and escalates concerns like PIP recommendations or retention risks — turning lengthy performance reviews into structured, actionable HR intelligence.

⚡ How It Works

Paste a performance review document. HRFLOW processes it through 6 specialized agents:

Step 1 — Extraction
📄 ReviewParser
Parses the performance review document — identifies employee info, ratings, competency scores, manager comments, self-assessment sections, and review period details.
Step 2 — Extraction
🎯 GoalExtractor
Extracts development goals, OKRs, and growth objectives — identifies skill gaps, training needs, career aspirations, and measurable targets set for the next review period.
Step 3 — Extraction
💬 FeedbackAnalyzer
Analyzes feedback sentiment and patterns — detects positive recognition, constructive criticism, recurring themes, and potential bias indicators across review narratives.
Step 4 — Decision
📈 TaskPrioritizer
Prioritizes HR actions by urgency — PIP recommendations and retention risks get Critical, while routine goal updates and training enrollments get lower priority.
Step 5 — Decision
👤 OwnerAssigner
Routes actions to the right stakeholder — development plans to managers, compensation reviews to HR, training requests to L&D, and policy concerns to HR leadership.
Step 6 — Decision
🚨 EscalationDecider
Escalates critical HR situations — performance improvement plans, retention risks for key talent, harassment or bias indicators, and compliance-sensitive review patterns.

🎬 Live Agent Pipeline Demo

Watch how HRFLOW processes a performance review through all 6 agents in real-time

Employee: Sarah Martinez   Role: Senior Software Engineer
Rating: Exceeds Expectations   Manager: David Kim
Strengths: Led migration of auth service with zero downtime. Mentored 2 juniors.
Growth Areas: Needs to improve cross-team communication. Missed Q2 OKR deadline due to scope creep.
📄
Step 1
ReviewParser
Idle
Rating: 4/5 · 6 competencies scored
🎯
Step 2
GoalExtractor
Idle
3 goals: communication, OKR, mentoring
💬
Step 3
FeedbackAnalyzer
Idle
Positive: 65% · Growth: 35%
📈
Step 4
TaskPrioritizer
Idle
P1: Communication · P2: OKR process
👤
Step 5
OwnerAssigner
Idle
Manager → Dev plan · L&D → Training
🚨
Step 6
EscalationDecider
Idle
Promotion candidate → HR review
✅ Pipeline Complete — 6 agents processed in 3.4s
3
Goals
65%
Positive
2
Assigned
★
Promo Ready

🎯 Real-World Use Cases

Annual Review Analysis
Process hundreds of performance reviews during annual review cycles — identify organization-wide trends, calibrate ratings consistency, and surface top performers.
Promotion Readiness Assessment
Evaluate promotion candidates objectively — track goal completion rates, competency growth trajectories, and multi-quarter performance trends.
PIP & Retention Risk Detection
Early detection of underperformance patterns and flight-risk indicators — enabling proactive interventions before losing key talent or legal escalations.
Development Goal Tracking
Track skill development and training completion across the organization — identify skill gaps, measure L&D program effectiveness, and plan workforce development.

🏗 Architecture

🔄
Orchestration Engine
Coordinates all 6 agents sequentially, processing reviews from parsing through escalation decisions.
🛡
Circuit Breaker Recovery
Per-agent fault isolation ensures goal extraction failures don't block feedback analysis or escalation decisions.
📋
Full Audit Trail
Every extracted goal, feedback pattern, and escalation is logged — essential for HR compliance and legal defensibility.
👥 Submit Performance Review LIVE AGENTS
📄
Drag & drop a review file, or click to browse
.txt .md supported
Live Agent Results
Extracted Goals & Development Items
ItemCategoryPriority

— or analyze a sample review —
📄
Review
Parser
Extraction
Idle
›
🎯
Goal
Extractor
Extraction
Idle
›
💬
Feedback
Analyzer
Extraction
Idle
›
📈
Task
Prioritizer
Decision
Idle
›
👤
Owner
Assigner
Decision
Idle
›
🚨
Escalation
Decider
Decision
Idle
Analysis Log
Submit a performance review to begin analysis…
Goals Extracted
—
Feedback Items
—
Analysis Time
—
Total Tests
12
Passed
12
Failed
0
Duration
1.89s
Agent Tests
TestReviewParser
test_review_parsing0.20sPASS
test_empty_review0.07sPASS
TestGoalExtractor
test_goal_extraction0.17sPASS
TestFeedbackAnalyzer
test_feedback0.15sPASS
TestTaskPrioritizer
test_prioritization0.11sPASS
TestOwnerAssigner
test_assignment0.12sPASS
Infrastructure Tests
TestRecoveryStrategies
test_retry_strategy0.04sPASS
test_recovery_manager0.06sPASS
TestCircuitBreaker
test_circuit_closed0.03sPASS
test_circuit_opens0.04sPASS
TestAuditLogger
test_log_event0.07sPASS
test_audit_export0.10sPASS
Total Events
32
Reviews Processed
24
Avg Confidence
80%
Escalations
2
Review Audit Timeline
11:30:01 · workflow
Performance Review Analysis Started
Sarah Martinez — Senior Software Engineer
11:30:02 · agent
ReviewParser → Exceeds Expectations
4.5/5 overall rating · 3 peer reviews consolidated
11:30:03 · agent
GoalExtractor → 4 goals tracked
3/4 complete, 1 in progress · K8s migration, mentoring
11:30:04 · agent
FeedbackAnalyzer → Strongly Positive
Peer feedback highlights: leadership, technical depth, mentorship
11:30:05 · decision
Promotion Recommended: Senior → Staff Engineer
Based on sustained exceeds rating, completed goals, peer feedback
11:30:06 · workflow
Analysis Complete
4 goals, 5 feedback themes, promotion recommendation generated
Review Insights
⭐ Sarah Martinez — Exceeds Expectations
• Led K8s migration (on time, 40% cost reduction)
• Mentored 2 junior engineers (both now mid-level)
• Published internal tech talks (3 sessions, 200+ attendees)
• Zero production incidents in managed services
💡 Development Areas Identified
• Cross-team communication could improve
• Should delegate more rather than taking on everything
• Public speaking outside company would raise profile
🏆 Recommendations
• Promote to Staff Engineer (strong candidate)
• Assign as tech lead for next platform initiative
• Enroll in leadership development program
• Conference speaking opportunity (KubeCon 2025)
Circuit Breakers
6
All closed
Recoveries
1
Retry Rate
100%
Uptime
99.9%
Circuit Breaker Status
ReviewParser
CLOSED
0 failures
GoalExtractor
CLOSED
0 failures
FeedbackAnalyzer
CLOSED
0 failures
TaskPrioritizer
CLOSED
0 failures
OwnerAssigner
CLOSED
0 failures
EscalationDecider
CLOSED
0 failures