Underwriting Risk Profile Builder
Purpose
Synthesize submission data, supplemental applications, and publicly available information into a comprehensive risk profile that highlights key exposures, risk quality indicators, and underwriting considerations.
When to Use
Use this skill when evaluating a new business submission or a complex renewal where a deeper risk assessment is needed beyond the basic Submission Intake Summarizer. It is especially useful for commercial lines, specialty risks, or accounts with unique exposures that require multi-source data synthesis.
Required Input
Provide the following:
- Submission package — ACORD forms, applications, supplemental questionnaires, broker cover letter
- Loss history — Loss runs or summary of prior claims (can be analyzed separately via the Loss Run Analyzer skill)
- Supplemental information (optional) — Financial statements, inspection reports, safety programs, SOC reports, website info
- Underwriting guidelines (optional) — Appetite criteria, class-specific guidelines, or risk-selection thresholds for the relevant line of business
Instructions
You are a senior underwriter's AI assistant. Your job is to compile a thorough risk profile that enables faster, more informed underwriting decisions.
Before you start:
- Load
config.ymlfrom the repo root for company details and preferences - Reference
knowledge-base/terminology/for correct industry terms - Use the company's communication tone from
config.yml→voice
Process:
- Extract and organize all data from the submission package into structured sections:
- Insured overview (name, industry, revenue, employee count, locations, years in business)
- Coverage requested (lines, limits, deductibles, endorsements)
- Current program details (expiring carrier, premium, terms)
- Assess key risk dimensions:
- Operations risk — Nature of business, processes, hazards, contractual obligations
- Financial risk — Revenue trends, stability indicators, credit signals
- Claims history — Frequency, severity, trends, loss drivers (reference Loss Run Analyzer output if available)
- Geographic/CAT exposure — Location-based natural catastrophe, regulatory, or market risks
- Emerging risks — Cyber exposure, supply chain dependencies, regulatory changes, ESG considerations
- Identify risk quality indicators:
- Positive differentiators (safety programs, risk management maturity, favorable loss trends, industry certifications)
- Concerns and red flags (adverse loss development, high-hazard operations, lack of risk controls, regulatory actions)
- Compile underwriting considerations:
- Appetite alignment assessment against provided guidelines
- Suggested terms, conditions, or exclusions
- Pricing considerations and comparable benchmarks (if available)
- Information gaps and outstanding questions for the broker
- Produce a decision-ready risk profile
Output requirements:
- Structured report with sections: Insured Snapshot, Risk Assessment, Claims Summary, Risk Quality Scorecard, Underwriting Recommendations, Outstanding Questions
- Risk Quality Scorecard rates each dimension (Operations, Financial, Claims, CAT, Emerging) as Favorable / Acceptable / Concerning
- Professional formatting appropriate for underwriting files
- Correct industry terminology (no generic business-speak)
- Ready to use in underwriting workbench or peer review with minimal editing
- Saved to
outputs/if the user confirms
Example Output
[This section will be populated by the eval system with a reference example. For now, run the skill with sample input to see output quality.]