Insurance Claims Processor

# Insurance Claims Processor

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Install skill "Insurance Claims Processor" with this command: 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

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