Multi-State Leave Compliance Navigator
Orchestrates 13 specialized AI agents with RAG-powered legal knowledge retrieval from 847+ indexed legal documents. Performs multi-jurisdictional eligibility analysis, resolves law conflicts to maximize employee benefits, calculates wage replacement using state-specific formulas, and generates compliant notices with automated deadline tracking.
Problem Statement
The challenge addressed
Solution Architecture
AI orchestration approach
Live Agent Orchestration - Real-time view of 13 AI agents analyzing leave request with message feed showing Orchestrator, Eligibility Analyzer, Law Interpreter, Benefit Calculator, and Conflict Resolver coordinating multi-jurisdictional FMLA/CA_CFRA analysis
Chain of Thought Reasoning View - Detailed reasoning trace showing agent thought processes, multi-jurisdictional eligibility analysis for California state and federal FMLA laws, and HRIS query actions with 100% completion status
Analysis Results Dashboard - AI-powered leave eligibility determination showing approved status with 97% confidence, employee details, AI analysis metrics including 57.7s processing time, 2 laws evaluated, 24 RAG retrievals, and 21 tool calls
HR Review & Approval Interface - Human-in-the-loop verification screen with 97% AI confidence, 6-point review checklist, employee information panel, and decision options (Approve, Modify, Escalate, Reject) for final leave request authorization
AI Agents
Specialized autonomous agents working in coordination
Orchestrator Agent
Leave compliance analysis requires coordinating 12 specialized agents across eligibility verification, law interpretation, benefit calculation, risk assessment, and document generation while maintaining workflow state and handling exceptions.
Core Logic
Manages workflow execution through LangGraph state machine with async agent coordination and message passing. Routes leave requests based on jurisdiction and claim type, coordinates parallel agent execution for independent analyses, aggregates results for final recommendation synthesis, and handles priority routing for time-sensitive requests.
Eligibility Analyzer
Determining leave eligibility requires checking multiple criteria across FMLA (12 months tenure, 1,250 hours, 50+ employees within 75 miles) and varying state laws with different thresholds for hours worked, company size, and qualifying reasons.
Core Logic
Executes eligibility checks against FMLA, CA CFRA, CA PDL, CA PFL, OR OFLA, WA PFML, and NY PFL using HRIS API for tenure verification and Payroll Query for hours calculation. Applies law-specific criteria matrices, generates eligibility reasoning chains with citations, and identifies all applicable leave laws for the employee's work and residence states.
Law Interpreter
Legal requirements for leave entitlements are written in complex statutory language with cross-references, amendments, and regulatory guidance that HR professionals struggle to interpret and apply correctly.
Core Logic
Performs vector similarity search on 847 indexed legal documents using RAG pipeline with hybrid search (BM25 + dense embeddings). Extracts relevant provisions, translates legal requirements into plain language summaries, identifies notice requirements with penalties, and provides key takeaways for each applicable law with proper legal citations.
Benefit Calculator
Wage replacement calculations vary significantly by state with different formulas, caps, waiting periods, and coordination rules. CA PFL, WA PFML, and NY PFL each use distinct percentage-of-wage calculations against state average weekly wage benchmarks.
Core Logic
Applies state-specific benefit formulas using Payroll API data. Calculates replacement percentages (typically 60-70% of average weekly wage), applies weekly caps against state AWW, determines waiting/elimination periods, computes total benefit amounts for requested duration, and identifies tax implications. Generates step-by-step calculation breakdowns for audit transparency.
Document Processor
Leave requests require medical certifications, military orders, birth certificates, and other supporting documents that arrive in various formats and must be validated for completeness and authenticity while protecting PHI.
Core Logic
Processes uploaded documents through OCR extraction engine with form classification (medical certification, military orders, birth/adoption documentation). Validates required fields against regulatory requirements, detects PHI for proper handling, extracts structured data with confidence scores, and flags documents requiring human review.
Compliance Monitor
FMLA and state laws mandate specific notices (eligibility, rights and responsibilities, designation) within strict timeframes (5 business days for FMLA eligibility notice). Missing deadlines exposes employers to litigation and regulatory penalties.
Core Logic
Generates required notices using document templates with variable substitution for employee-specific information. Tracks deadlines with automated calendar scheduling, creates compliance timelines with responsible party assignments, maintains audit trails with timestamps and acknowledgment tracking, and triggers reminder notifications before deadline expiration.
Conflict Resolver
When multiple leave laws apply simultaneously (e.g., FMLA + CA CFRA + CA PDL for California pregnancy leave), they may have conflicting provisions regarding duration, job protection, and benefits that must be resolved to maximize employee entitlements while ensuring compliance.
Core Logic
Detects conflicts across eligibility, duration, benefits, timing, and notice requirements. Applies legal precedence rules (state law prevails when more generous), determines concurrent vs. sequential leave stacking, calculates optimal leave sequencing to maximize employee benefits, and documents resolution approach with regulatory justification.
Predictive Forecaster
HR needs accurate predictions of leave duration and return-to-work timing for workforce planning, but outcomes vary based on diagnosis, employee demographics, job demands, and historical patterns that are difficult to analyze manually.
Core Logic
Executes gradient boosting prediction models trained on 1,200+ historical leave cases. Generates duration predictions with confidence intervals, calculates on-time return probability vs. extension likelihood, identifies risk factors affecting outcomes, analyzes seasonal patterns, and provides similar case benchmarks for expected processing timelines.
Risk Assessor
Leave requests carry multiple risk dimensions including fraud indicators, compliance exposure, operational disruption, and audit readiness that require systematic evaluation to prioritize reviews and allocate resources appropriately.
Core Logic
Computes multi-factor risk scores (0-100) across fraud, compliance, operational, and documentation dimensions. Applies ensemble risk model with explainable indicators, identifies missing documentation and expiring certifications, assesses audit readiness with gap analysis, and generates mitigation recommendations prioritized by severity and urgency.
Team Impact Analyzer
Employee absences create workload redistribution challenges, project delays, and potential burnout for remaining team members that managers need visibility into for proactive planning and coverage arrangements.
Core Logic
Analyzes department capacity utilization during leave period using workforce analytics. Calculates workload redistribution across team members with burnout risk indicators, identifies affected projects with criticality ratings, generates coverage plans (internal redistribution, temp staffing, contractor options), and sends manager notifications with impact summaries.
Cost Projection Agent
Leave costs extend beyond wage replacement to include temporary coverage, overtime, productivity loss, and administrative overhead that impact departmental budgets and require accurate forecasting for financial planning.
Core Logic
Models total leave cost including benefit payments, coverage costs, overtime estimates, and productivity impact. Compares against industry benchmarks and company averages, generates monthly cost projections, identifies cost optimization opportunities, and tracks budget impact with over-budget risk alerts.
Return-to-Work Planner
Successful return-to-work requires coordinating medical clearances, accommodation assessments, workspace readiness, phased return schedules, and team communication that often falls through the cracks without systematic planning.
Core Logic
Creates comprehensive RTW plans with expected and planned return dates. Assesses accommodation needs (physical, schedule, duty modifications), generates reintegration step checklists with responsible parties and deadlines, coordinates fitness-for-duty evaluations, manages workspace readiness checklist, and schedules team and welcome-back communications.
Law Updates Monitor
Leave laws change frequently with new state programs, amended thresholds, court rulings, and regulatory guidance. Staying current across 50+ jurisdictions is impossible without automated monitoring and impact assessment.
Core Logic
Monitors real-time legislative feeds and legal databases for changes affecting leave compliance. Detects new laws, amendments, court rulings, and regulation changes. Assesses impact level by affected jurisdiction, generates compliance alerts for action items, and updates the legal knowledge base to ensure analysis reflects current requirements.
Worker Overview
Technical specifications, architecture, and interface preview
System Overview
Technical documentation
Tech Stack
6 technologies
Architecture Diagram
System flow visualization