multiAI Summary Pending

Insurance Claims Processor

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

3,556 stars

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/afrexai-insurance-claims/SKILL.md --create-dirs "https://raw.githubusercontent.com/openclaw/skills/main/skills/1kalin/afrexai-insurance-claims/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/afrexai-insurance-claims/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How Insurance Claims Processor Compares

Feature / AgentInsurance Claims ProcessorStandard Approach
Platform SupportmultiLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

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

Which AI agents support this skill?

This skill is compatible with multi.

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

SKILL.md Source

# 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](https://afrexai-cto.github.io/context-packs/) — 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](https://afrexai-cto.github.io/context-packs/)

Calculate what AI agents save your claims operation: [AI Revenue Calculator](https://afrexai-cto.github.io/ai-revenue-calculator/)