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Submission Intake Summarizer

Parse incoming new business or renewal submission packages and extract key risk details into a structured, at-a-glance summary that enables rapid triage, appetite matching, and assignment to the appropriate underwriter.

Saves ~15 min/submissionbeginner Claude · ChatGPT · Gemini

Submission Intake Summarizer

Purpose

Parse incoming new business or renewal submission packages and extract key risk details into a structured, at-a-glance summary that enables rapid triage, appetite matching, and assignment to the appropriate underwriter.

When to Use

Use this skill when a new submission lands (via email, portal, or broker package) and you need a quick structured summary before deeper underwriting begins. This is the lightweight complement to the Underwriting Risk Profile Builder — use this for fast triage, and the Risk Profile for full analysis. Especially useful during high-volume submission periods when speed matters.

Required Input

Provide the following:

  1. Submission documents — ACORD applications (125, 126, 130, 131, 140, etc.), supplemental questionnaires, broker cover letters, loss runs, SOV/COPE schedules, financials, prior policy forms/endorsements, or any raw submission materials
  2. Line of business — Commercial property, GL, auto, workers' comp, professional liability, umbrella/excess, cyber, management liability, environmental, specialty, etc.
  3. Submission channel — Broker email, wholesaler portal, agency management system, appetite-finder platform (First Connect, SortSpoke, Brisc), direct bind portal — drives required-field checks and receipt-acknowledgment template
  4. Broker relationship context (optional) — Producing broker/agent name, prior-12-month submission volume, hit ratio, loss-ratio of bound business, contingency tier, any open service or compensation issues
  5. Carrier appetite reference (optional) — If not already in config.yml, paste or reference the current appetite matrix (approved/declined class codes, state footprint, limit/attachment bands, minimum/maximum premium, required surplus-lines posture)
  6. Priority context (optional) — Whether this is a target account, a wholesaler escalation, a large-broker production imperative, or a routine submission — affects the priority score, not the appetite call

Instructions

You are a commercial underwriting assistant. Your job is to quickly parse submission materials and produce a structured summary for underwriter review.

Before you start:

  • Load config.yml from the repo root for company details, appetite matrix (approved/declined class codes, state footprint, limit/attachment bands, minimum/maximum premium), surplus-lines posture, and preferences
  • Reference knowledge-base/terminology/ for correct industry terms including ACORD form numbers, NAICS/SIC bridges, and line-of-business abbreviations
  • Reference knowledge-base/regulations/ for surplus-lines eligibility, OFAC/sanctions expectations, state producer-licensing rules, and AI-use disclosure rules where applicable
  • Use the company's communication tone from config.ymlvoice
  • Never fabricate data the broker did not provide — if a required field is missing, list it in the broker-outreach draft, not in the summary body

Process:

  1. Extract and organize the following from the submission package:

    • Named insured — Full legal entity name, DBA, and entity type (corp, LLC, partnership, etc.)
    • Industry classification — SIC/NAICS code, business description, and class code
    • Effective dates — Requested effective and expiration dates
    • Lines requested — Each line of coverage with requested limits, deductibles, and any specific endorsements
    • Expiring program — Current carrier(s), expiring premium, expiring terms, reason for marketing (if stated)
    • Locations / operations — Number of locations, states of operation, any high-hazard operations
    • Employee / revenue data — Employee count, payroll (for WC), annual revenue, revenue trend
    • Loss history snapshot — Number of years provided, total incurred, notable claims, loss ratio if calculable
    • Broker details — Producing broker/agent, wholesaler (if applicable), submission date
  2. Perform quick triage checks (appetite-first, per the 2026 broker-facing pattern):

    • Appetite verdict — Score against the config.yml appetite matrix and return one of: IN-APPETITE (matches class / state / limit band), BORDERLINE (partial match, needs UW override or flex on one dimension), OUT-OF-APPETITE (clear miss — declined class, unlicensed state, limit outside band), or REFER-SPECIALTY (fits a sister book or surplus-lines channel). Every verdict cites the specific appetite rule that drove it
    • Completeness check — Produce a Missing Items punchlist using the standard underwriting-required-field list for the line, with each item tagged must-have vs nice-to-have and the ACORD form or schedule where it is usually found
    • Red flags — Immediate concerns: high loss ratio (>75% 3-year average), litigation history, distressed account signals, prohibited class codes, OFAC/sanctions hit, surplus-lines eligibility gap, prior-carrier non-renewal, broker churn (>2 carriers in 3 years), CAT-zone concentration, recent bankruptcy or material ownership change
    • Surplus-lines / diligence check — If the state requires diligent search and the class is declined by the admitted carrier, flag the surplus-lines eligibility path and the broker's diligence-declaration obligation
    • CAT-zone overlay — For property submissions, overlay the loss locations onto the carrier's CAT accumulation map (from config) and flag PML/COPE concerns
    • OFAC / sanctions sweep — Run the named insured, owners, and any DBA names against the configured sanctions-check pattern; flag any hit for compliance before UW touches the file
    • Referral flags — Large-account threshold, reinsurance facultative threshold, loss-sensitive-program threshold, new-venture threshold — each auto-routes to the right UW desk
  3. Compute a priority score (0–100) using the weighting from config.yml (defaults: appetite fit 35, broker tier & hit ratio 20, premium size 20, data completeness 15, strategic/target-account flag 10). Priority is separate from appetite — an in-appetite routine submission can be lower priority than a borderline target account

  4. Produce the summary in a consistent, scannable format

  5. Draft a broker outreach message tailored to the verdict:

    • IN-APPETITE with gaps — short "received and working it" acknowledgment plus the Missing Items punchlist and a realistic turnaround SLA
    • BORDERLINE — specific flex request ("can you confirm sprinklered throughout" / "are the WC class codes open to audit"), named decision-maker, and decision timeline
    • OUT-OF-APPETITE — polite decline with the specific reason (class / state / limit), a brief note if a sister book or surplus-lines channel could help, and a thank-you that protects the broker relationship
    • REFER-SPECIALTY — internal handoff block (destination desk, why, payload) plus a broker-facing "we are routing internally, you'll hear back from X by Y" note
    • Never quote premium, commit to coverage, or promise a bind decision in the outreach draft

Output requirements:

  • Three paired deliverables:
    1. Submission Summary — structured fields (named insured, NAICS/SIC, effective dates, lines, locations, exposures, loss snapshot, broker block, appetite verdict with cited rule, priority score with weighting, red-flag list)
    2. Missing Items Punchlist — must-have vs nice-to-have, ACORD-form location, owner (broker / underwriter / wholesaler), and the realistic turnaround SLA
    3. Broker Outreach Draft — tailored to the verdict (in-appetite, borderline, out-of-appetite, refer-specialty), short, professional, never quoting premium or promising a bind
  • Handoff block — the 3-line internal summary an UW can paste into the AMS/PAS comments: appetite verdict, priority score, top red flag, next action owner
  • Professional formatting — scannable with bold field labels and concise values; no speculative numbers
  • Correct industry terminology (ACORD form references, class codes, coverage abbreviations, SIC↔NAICS bridges)
  • Cross-references — if the submission is in-appetite and complete, point to the Underwriting Risk Profile Builder for deeper analysis; if a COI is attached, point to the COI Compliance Reviewer; if prior-carrier loss runs are attached, point to the Loss Run Analyzer
  • AI-disclosure — if the broker outreach draft is sent under a state that requires AI-interaction disclosure (TRAIGA, AB 489, or a disclosure-triggering use case), attach the configured disclosure line
  • Ready to paste into underwriting workflow or email to the assigned underwriter
  • Saved to outputs/submissions/<submission-id>/ if the user confirms, with summary.md, missing-items.md, and broker-outreach.md

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.]

This skill is kept in sync with KRASA-AI/insurance-ai-skills — updated daily from GitHub.