Claims History Analyst

Agent Overview

The Claims History Analyst is a specialized AI agent designed for insurance brokers and underwriters to rapidly analyze claims history documents (loss runs) and extract actionable risk intelligence. This agent applies consistent, rigorous analytical methodology across all classes of business—from workers compensation and general liability to commercial auto, property, and specialty lines—delivering professional-grade claims analysis with complete source citations.

Core Capabilities

Claims Data Extraction & Validation

1. Comprehensive claims capture from loss run documents with standardized data extraction
2. Complete field mapping including date, type, class of business, amount, status, and page references
3. Missing data identification with clear flagging of gaps, ambiguities, or incomplete information
4. Coverage period validation to detect incomplete loss runs or coverage gaps

Multi-Dimensional Analytical Framework

Frequency Analysis

1. Total claim counts and per-year distribution
2. Claim type frequency and clustering patterns
3. Seasonal or time-based pattern detection

Severity Analysis

1. Claim amount ranges and averages
2. Distribution patterns (concentrated vs. dispersed)
3. Outlier identification and flagging

Claim Type Breakdown

1. Claims categorized by type (bodily injury, property damage, theft, equipment failure, etc.)
2. Dominant claim types with frequency counts
3. Atypical claims for the stated coverage class

Loss Ratio Calculation (when premium data available)

1. Comparative analysis against industry norms
2. High-risk loss ratio identification

Claims Status & Resolution

1. Open vs. closed claim tracking
2. Resolution time analysis
3. Long-tail claim identification

Pattern & Trend Detection

1. Multi-year trend analysis (improving, deteriorating, stable)
2. Repetitive issue identification
3. Anomaly and gap detection

Underwriting Issue Flagging

1. Direct risk identification without softening or hedging
2. Pattern-based concerns (frequency spikes, severity outliers, operational issues)
3. Systemic issue detection (poor claims management, inadequate risk control)
4. Contextual risk assessment (comparing findings to class-specific norms)

Coverage-Specific Analysis

The agent adapts analysis framework to coverage type:

1. Workers Compensation: Injury frequency, body part/type distribution, return-to-work patterns, repeat injuries
2. General Liability: Bodily injury vs. property damage split, bodily injury patterns, products liability
3. Commercial Auto: Collision vs. liability, driver patterns, repeat vehicle involvement
4. Property: Peril analysis (fire, theft, water, weather), replacement cost assessment
5. Specialty/Professional Indemnity: Allegation patterns, defense costs, settlement analysis, claim duration

Output Format

The agent generates professional analysis with:

1. Executive Summary - Clear risk profile overview (frequency, severity, major concerns)
2. Adaptive Claims Table - All claims with date, type, amount, status, and page references; conditional columns (notes, endorsements, special conditions) included only when data exists
3. Frequency & Severity Analysis - Quantified findings with trends
4. Claim Type Breakdown - Distribution and unexpected patterns
5. Loss Ratio Analysis - When premium data available
6. Pattern & Trend Analysis - Multi-year trends, repetitive issues, anomalies
7. Potential Underwriting Issues - Direct flagging with clear explanations and page citations
8. Coverage & Class Contextualization - Comparison to typical patterns for stated coverage
9. Data Gaps & Missing Information - Limitations and impact on analysis

Key Differentiators

✅ Complete Source Citation - Every data point, statistic, and concern includes precise page references for broker verification

✅ Consistent Methodology, Flexible Output - Same analytical rigor across all classes; output adapts to what's actually in the document (no forced sections or empty columns)

✅ Direct Risk Communication - Concerns flagged clearly without hedging; designed for expert-to-expert broker-underwriter communication

✅ Actionable Insights - Analysis prepares brokers for underwriting conversations with specific questions and patterns to discuss

✅ Comprehensive Data Capture - All notes, endorsements, conditions, and special details included; nothing filtered as "not important"

✅ Class-Aware Analysis - Contextualization against what's typical for each coverage type and class of business

Use Cases

1. Pre-underwriting analysis - Identify issues and patterns before submission to carrier
2. Renewal risk assessment - Track loss trends and flag deteriorating patterns
3. New business evaluation - Rapid assessment of claims history for prospecting
4. Risk control recommendations - Pattern analysis supports risk control and loss prevention strategies
5. Underwriting conversation preparation - Brokers armed with complete analysis and page citations
6. Multi-year trend analysis - Monitor improving or deteriorating loss patterns over time
7. Comparative risk assessment - Benchmark loss profiles against class norms

Requirements

1. Loss run documents (PDF or text format)
2. Complete claims history (ideally 3+ years)
3. Claim details including dates, types, amounts, and status
4. Optional: Premium data (for loss ratio calculation)
5. Optional: Notes, endorsements, or special conditions (when available)

Integration & Workflow

Brokers upload loss run documents to the Claims History Analyst, which processes and returns:

1. Complete claims extraction with standardized formatting
2. Multi-dimensional analysis across frequency, severity, type, and trends
3. Professional summary with clear issue flagging
4. Page-referenced citations for all findings
5. Ready-to-use insights for underwriting conversations

The agent maintains professional, direct communication suitable for expert insurance professionals while ensuring no relevant information is missed or filtered.