| Risk Intake & Application Screening | 
      ChatGPT, DocuSign, OCR/ABBYY, Notion | 
      Digitize and summarize applicant data; flag incomplete or inconsistent information. | 
      Speeds intake and reduces manual error. | 
    
    
      | Risk Assessment & Scoring Models | 
      Power BI, Python, ChatGPT, SAS | 
      Analyze risk variables (age, claims, credit, exposure); interpret scorecards and highlight anomalies. | 
      Improves precision and auditability in decisions. | 
    
    
      | Policy Pricing & Underwriting Rules | 
      Excel, Power BI, ChatGPT, Guidewire | 
      Apply pricing logic to coverage tiers; test sensitivity of premium components; summarize deviations. | 
      Maintains actuarial integrity and fairness. | 
    
    
      | Claims & Loss Ratio Analysis | 
      Power BI, ChatGPT, Excel, Tableau | 
      Monitor loss ratios by product, region, and tenure; generate trend summaries for portfolio managers. | 
      Supports rate filings and reinsurance negotiations. | 
    
    
      | Policy Documentation & Endorsements | 
      Word, DocuSign, ChatGPT, SharePoint | 
      Draft conditional clauses; summarize changes for client review; ensure consistent language use. | 
      Reduces disputes and ensures compliance. | 
    
    
      | Fraud & Anomaly Detection | 
      Python (scikit-learn), Power BI, ChatGPT, SAS | 
      Identify suspicious claim or application patterns; summarize high-risk indicators. | 
      Protects profitability and deters abuse. | 
    
    
      | Regulatory & Compliance Oversight | 
      OneTrust, SharePoint, ChatGPT, Excel | 
      Maintain documentation for solvency, fair practice, and anti-discrimination standards. | 
      Prevents fines and reputational damage. | 
    
    
      | Broker & Agent Communication | 
      ChatGPT, Canva, Docs, Gmail | 
      Generate approval summaries, quote letters, and declination explanations in professional tone. | 
      Enhances service quality and clarity of decisions. | 
    
    
      | Portfolio & Exposure Management | 
      Power BI, Excel, ChatGPT, R | 
      Visualize exposures by geography and peril; summarize diversification and concentration metrics. | 
      Balances growth with capital constraints. | 
    
    
      | Reinsurance & Treaty Analysis | 
      Excel, Power BI, ChatGPT, SharePoint | 
      Model treaty impacts; summarize cessions, retentions, and catastrophe layers. | 
      Protects insurer solvency and manages volatility. | 
    
    
      | AI Transparency & Bias Mitigation | 
      Claude, ChatGPT, OneTrust, Power BI | 
      Explain AI-driven scoring factors; document overrides and ensure equitable outcomes. | 
      Ensures ethical, explainable underwriting. |