SkillHub

afrexai-insurance-claims

v1.0.0

处理分析各类保单理赔,提供保障映射、责任评分、准备金估算、欺诈检测及结案服务

Sourced from ClawHub, Authored by 1kalin

Installation

Please help me install the skill `afrexai-insurance-claims` from SkillHub official store. npx skills add 1kalin/afrexai-insurance-claims

Insurance Claims Processor

Process, analyze, and optimize insurance claims. Covers property, liability, workers' comp, auto, and professional indemnity.

What This Does

Takes raw claim details and produces: - Structured claim summary with policy coverage mapping - Liability assessment with supporting/weakening factors - Reserve estimate with confidence range - Subrogation opportunity analysis - Red flag detection (fraud indicators, coverage gaps) - Settlement recommendation with negotiation range - Regulatory compliance checklist by jurisdiction

Usage

Provide claim details in any format — adjuster notes, policyholder statement, incident report, photos, or free text. The agent structures everything.

Quick Claim Analysis

Analyze this claim: [paste details]

Full Processing

Process claim for:
- Policy type: [commercial general liability / property / WC / auto / PI]
- Incident date: [date]
- Reported date: [date]
- Claimant: [name/entity]
- Description: [what happened]
- Claimed amount: [if known]
- Policy limits: [if known]
- Jurisdiction: [state/country]

Claim Analysis Framework

1. Coverage Determination

  • Map incident to policy provisions
  • Identify applicable endorsements and exclusions
  • Flag coverage disputes early
  • Check occurrence vs claims-made triggers

2. Liability Assessment

Score 1-10 on insured liability exposure: - 1-3: Strong defense position, deny or minimal settlement - 4-6: Mixed liability, negotiate - 7-10: Clear insured liability, reserve and settle

Factors evaluated: - Comparative/contributory negligence (jurisdiction-specific) - Statutory obligations - Contractual indemnity provisions - Prior loss history pattern

3. Reserve Estimation

Three-point estimate: - Low: Best case with strong defense - Mid: Most likely outcome - High: Worst case including litigation costs

Include: - Indemnity reserve - Defense costs (inside/outside limits) - Allocated loss adjustment expense (ALAE) - Unallocated loss adjustment expense (ULAE)

4. Fraud Detection

Red flags scored by severity: - Claim timing patterns (Monday morning, policy inception proximity) - Prior claim frequency - Documentation inconsistencies - Witness availability issues - Financial stress indicators - Description vs damage inconsistency

5. Subrogation Analysis

  • Third-party recovery potential
  • Evidence preservation requirements
  • Statute of limitations by jurisdiction
  • Cost-benefit of pursuit

6. Settlement Strategy

  • Opening position and authority range
  • Mediation vs litigation cost comparison
  • Jurisdiction-specific verdict ranges
  • Structured settlement considerations for large claims

Industry-Specific Modules

Property Claims

  • Replacement cost vs actual cash value
  • Business interruption calculations (gross earnings, extra expense)
  • Ordinance or law coverage triggers
  • Catastrophe event coordination

Workers' Compensation

  • Compensability determination
  • Return-to-work timeline
  • Medical treatment guidelines by state
  • Permanent disability rating estimates

Professional Liability

  • Discovery rule and statute of repose
  • Prior acts coverage analysis
  • Consent to settle provisions
  • Panel counsel selection criteria

Auto/Fleet

  • Comparative fault allocation
  • UM/UIM stacking analysis
  • Medical payment coordination
  • Total loss threshold calculations

Compliance Checklist Generator

Produces jurisdiction-specific compliance timeline: - Acknowledgment deadlines - Investigation completion requirements - Payment timing obligations - Required notices and disclosures - Bad faith exposure triggers

Output Format

Every analysis produces: 1. Executive Summary — 3-line claim snapshot 2. Coverage Analysis — provisions, exclusions, disputes 3. Liability Score — 1-10 with reasoning 4. Reserve Recommendation — low/mid/high with breakdown 5. Red Flags — fraud indicators if any 6. Action Items — next steps with deadlines 7. Settlement Range — if applicable


Built by AfrexAI — AI agent context packs for every industry.

Get the full Insurance & Risk Management Context Pack with claims processing, underwriting automation, policy analysis, and actuarial modeling: AfrexAI Storefront

Calculate what AI agents save your claims operation: AI Revenue Calculator