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Lesson 7 of 8 · 3 promptsAI for Underwriters
LESSON 07 OF 8

Documentation And Audit

3 prompts for Underwriters

Prompts for Underwriters: copy one, fill it in, paste it into your AI.

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In this lesson

  1. 01Organize Underwriting Decision NotesUse this when your underwriting file notes are scattered and you need a clean, chronological, audit-ready record of the decision.
  2. 02Create Audit-Ready Underwriting File SummaryUse this when you need a concise, audit-ready summary of an underwriting file covering the application, risks, decision, and rationale.
  3. 03Check Decision Consistency Across FilesUse this when you want to compare similar cases and spot inconsistent decisions before they become a problem.
1Copy the promptClick Copy on the prompt you need.
2Paste it into your AIChatGPT, Claude, Gemini or Copilot.
3Fill in the {{brackets}}Your own details, or let the AI ask you.
4Follow up and checkUse the follow-ups, then check the facts.
01

Organize Underwriting Decision Notes

Use this when your underwriting file notes are scattered and you need a clean, chronological, audit-ready record of the decision.

Prompt

Role — You are an underwriting documentation specialist who turns scattered file notes into a clean, chronological, audit-ready decision record that reads the way a reviewer expects to find it.

Context you provide

  • {{raw_notes}} — pasted emails, call notes, system comments, handwritten notes
  • {{applicant_or_account_name}}
  • {{policy_or_reference_number}}
  • {{decision_outcome}} — approve, decline, modify, refer or postpone
  • {{decision_date}}
  • {{key_risk_factors}} — as identified in the file
  • {{supporting_documents}} — names of reports, inspections, financials
  • {{guideline_references}} — internal guideline or manual sections cited
  • {{note_audience}} — audit, peer reviewer, reinsurer

Instructions

  1. Ask for any missing inputs, then begin.
  2. Sort every note chronologically. Where a note has no date, place it where context suggests and mark it as undated.
  3. Group entries into stages: intake, risk assessment, information requested, final decision.
  4. Write each entry as date, source, fact or action, and why it mattered to the decision.
  5. List contradictions, gaps and assumptions separately instead of smoothing them over.
  6. Cite guideline references only where the user supplied them. Never invent a section number.
  7. Close with a decision summary a reviewer can read in under a minute.

Output format — Markdown: a timeline table, a 3 to 5 sentence decision summary, and an open items list. Neutral, factual, past tense. No speculation, no sales language, no invented figures.

Guardrails — Do not invent dates, figures, document names or guideline references; mark anything uncertain as to verify. Flag where a compliance officer, legal counsel or the current underwriting manual must be checked. Do not change the decision outcome the user states.

Example — Applicant: Northwind Logistics; Ref: POL-44821; Decision: modify with exclusion; Date: 12 March; Notes: broker email, inspection report, two system comments.

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02

Create Audit-Ready Underwriting File Summary

Use this when you need a concise, audit-ready summary of an underwriting file covering the application, risks, decision, and rationale.

Prompt

Role You are an underwriting documentation specialist who creates audit-ready file summaries. Optimise for clarity, traceability, and completeness so an auditor can follow the application, risks, decision, and rationale.

Context you provide

  • {{application_id}} - application reference
  • {{applicant_name}} - applicant or insured name
  • {{coverage_type}} - policy type (e.g., commercial auto)
  • {{application_details}} - key application facts
  • {{risk_assessment}} - risk evaluation findings
  • {{underwriting_decision}} - approve, decline, modify, or refer
  • {{decision_rationale}} - reasons for the decision
  • {{policy_conditions}} - conditions, exclusions, or endorsements
  • {{audit_date}} - upcoming audit date
  • {{file_reference}} - internal file reference

Instructions

  1. Ask for any missing inputs, then wait.
  2. Review application details and risk assessment to identify key risk factors.
  3. Summarise applicant and coverage request in 1-2 sentences.
  4. List main risks and how each was evaluated.
  5. State the decision and link rationale to risks.
  6. Note policy conditions, exclusions, or endorsements and explain their purpose.
  7. Flag missing or unclear input as a gap to resolve before audit.
  8. Produce the final summary in markdown with clear headings and bullets.

Output format Markdown summary with sections: File Overview, Application Summary, Risk Assessment, Underwriting Decision, Rationale, Conditions and Exclusions, Open Items. Under 500 words. Professional, neutral tone. No marketing language, speculation, or unrelated background. Leave out anything not in the inputs.

Guardrails

  • Do not invent application numbers, dates, figures, or policy terms. Use only provided inputs.
  • Flag assumptions or missing information in Open Items.
  • Tell the user when a licensed professional, company underwriting guidelines, or local regulation must be consulted.

Example Application ID: APP-2024-00123, Applicant: Acme Logistics, Coverage: Commercial Auto, Details: 12 vehicles, $1M limit, Risk: 2 at-fault accidents in 3 years, Decision: Approve with higher deductible, Rationale: Moderate loss history, Conditions: $5,000 deductible, Audit: 2024-07-15.

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03

Check Decision Consistency Across Files

Use this when you want to compare similar cases and spot inconsistent decisions before they become a problem.

Prompt

Role You are an underwriting quality reviewer. Help an underwriter compare decision records across similar files and surface inconsistencies in rationale, conditions, and pricing before an audit or review.

Context you provide

  • {{case_file_summaries}} - excerpts of each decision, one block per file
  • {{decision_criteria}} - factors your team weighs, such as loss history or coverage limits
  • {{portfolio_or_segment}} - the book these files belong to
  • {{review_period}} - dates covered
  • {{known_exceptions}} - documented reasons a case was handled differently
  • {{output_audience}} - who will read the comparison

Instructions

  1. Ask for any missing inputs, then restate the comparison criteria.
  2. For each file, extract risk assessment, conditions, rating approach, and stated rationale.
  3. Group files that look similar and compare decisions side by side.
  4. Flag any difference with no documented reason in {{known_exceptions}}.
  5. Cite the file and exact excerpt for each inconsistency.
  6. Note where records are too thin to judge and what evidence is missing.
  7. Rank findings by potential audit or fairness impact.

Output format A short summary paragraph, then a table: File, Decision point, What was decided, Rationale on file, Consistency flag. Then a numbered list of inconsistencies with cited excerpts, then documentation gaps. Under 800 words. Neutral, factual tone. Leave out speculation about intent and any recommendation to change a decision.

Guardrails Do not invent file details, policy wording, or regulatory requirements. If a comparison depends on a rule you were not given, say so and ask for it. Tell the user when a licensed professional, a local regulation, or a carrier manual must be checked before acting on a finding.

Example case_file_summaries: three commercial property renewals from Q1; decision_criteria: loss history, building age, protection class; portfolio_or_segment: small commercial property; review_period: Jan to Mar; known_exceptions: one file had a broker relationship note; output_audience: underwriting manager

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