AI for Insurance Underwriter
McKinsey estimates underwriters spend 30–40% of their time on operational tasks that don't contribute to actual risk decisions — reviewing 200-page commercial submissions, entering data that already exists in documents, and writing declination letters and renewal communications. These guides show you how to extract the key risk signals from large submission packages faster, generate file documentation from your notes, and handle the broker communication that currently crowds out time for underwriting judgment.
Ready to try? Start with a prompt →
Updated 19 days ago
New to AI?
The Big Four AI Assistants
ChatGPT, Claude, Gemini, and Grok do roughly the same thing. Pick one and start.
Four Levels of AI Skill
From your first prompt to building automated workflows. Where are you now?
How to Keep Up with AI
The landscape changes fast. A low-effort system to stay informed without drowning.
Try right now
Copy a prompt, paste into ChatGPT, Claude, or Gemini
Works with any free AI chatbot — no signup needed
Prompt: Draft a Professional Agent Email
A polished, professional email to an agent or broker — ready to send after a 30-second review. Whether you're explaining a rate increase, requesting missing information, delivering renewal terms, o...
Write a professional email from me to an insurance agent. Keep it direct, clear, and relationship-focused. Situation: [e.g., renewing their account at a 22% rate increase / declining a submission / requesting missing documents / delivering a quote] Key facts to communicate: [bullet the specific details — premium change, reasons, what you need from them, deadline] Tone: [professional and factual / warm and apologetic / firm but collaborative] My name and title: [your name, Underwriter] Agent's name: [first name]
Tip: - For rate increase emails, include the specific reasons: "2 water damage losses, increase in replacement cost values, market conditions" produces a much more convincing email than "rate increase."
Prompt: Explain a Coverage Concept or Policy Form Provision
A clear, plain-language explanation of any insurance coverage concept, policy provision, endorsement, or exclusion — explained at whatever level you need, whether for your own understanding or to e...
Explain the following insurance concept for me. Concept: [e.g., occurrence vs. claims-made trigger / additional insured vs. named insured / business income waiting period / products-completed operations / cross-liability exclusion] Explain it at this level: [explain it to me as an underwriter who knows the basics / explain it so I can relay it to a commercial agent / explain it in plain language for a business owner] Also address: [any specific aspect you want clarified — e.g., when does it apply, how does it affect coverage, what are the exceptions]
Tip: - For studying (CPCU or continuing education), add "Then give me 3 multiple-choice questions to test my understanding."
Prompt: Generate CPCU Study Questions and Explanations
Custom practice questions on any CPCU topic — with full answer explanations — generated on demand. Study smarter between submissions: 10 questions in 5 minutes rather than hunting through a textboo...
I'm studying for the CPCU [exam number, e.g., CPCU 520 — Operations and Quality Management / CPCU 500 — Foundations of Risk Management]. Generate 10 multiple-choice questions on this topic: [e.g., underwriting process and risk selection / reinsurance types and functions / commercial lines rating factors / property valuation methods] For each question: - 4 answer choices (A–D) - Mark the correct answer - Provide a 2–3 sentence explanation of why it's correct and why the others are wrong Make the questions at the difficulty level of the actual CPCU exam.
Tip: - Run this between submissions or during slow periods — 5 questions before lunch, 5 after, keeps the studying consistent.
Prompt: Draft a Professional Declination Letter
A professional, factual declination letter ready to send to an agent or broker — in under 2 minutes. No more staring at a blank page trying to word a difficult message. The AI handles the structure...
Write a professional declination letter to an insurance agent. Keep it factual, clear, and relationship-preserving — not apologetic. Account type: [e.g., commercial restaurant / apartment complex / auto repair shop] Agent name: [first name or full name] Decline reasons: [list the specific reasons — e.g., loss ratio above appetite, specific hazard, outside geographic appetite] My name and title: [your name, Underwriter]
Tip: - Be specific in the "decline reasons" field — the more detail you give, the better the letter. "Loss ratio of 175% with 3 fire claims in 4 years" produces a much better letter than "bad loss history."
Use AI in your tools
AI features built into tools you already have
AI features already built into your existing tools
Tool Feature: Microsoft Copilot in Excel — Loss Ratio and Portfolio Analysis
Build and analyze loss ratio tables, identify portfolio trends, and spot concentration risks in your book of business — using natural language commands inside Excel, without writing a single formula.
Tool Feature: Microsoft Copilot in Outlook — Agent Communication at Scale
Draft professional agent and broker emails directly from your inbox — using Copilot to generate the reply or the initial message — and summarize long email threads without reading every message.
Tool Feature: Google Docs "Help Me Write" — Underwriting Letters and Memos
Draft declination letters, conditional acceptance letters, referral memos, and agent communications directly inside Google Docs — using the built-in "Help me write" AI feature.
Tool Feature: Google Sheets AI — Renewal Portfolio Tracker
Build and maintain a renewal tracking spreadsheet that uses Google Sheets' built-in AI to calculate loss ratios, sort by priority, and answer questions about your book of business — without a Micro...
Set up an AI assistant
Step-by-step guides for dedicated AI tools
10–30 minute setup, then ongoing time savings
Set Up ChatGPT Custom Instructions for Underwriting Voice
By the end of this guide, you'll have ChatGPT configured with your underwriting context permanently — your company type, lines of business, typical accounts, and writing standards — so you never ha...
Upload and Analyze Submission PDFs With ChatGPT Plus
By the end of this guide, you'll be able to upload commercial insurance submission PDFs directly to ChatGPT Plus — no copy-pasting required — and receive structured underwriting analysis.
Use Claude to Research Appetite and Underwriting Guidelines
By the end of this guide, you'll be using Claude to quickly research unfamiliar risk types, identify the key underwriting questions for any class of business, and draft appetite communications — so...
Analyze Full Submission Packages With Claude Pro's Long Context
By the end of this guide, you'll be able to paste large commercial insurance submissions — including multi-page ACORD applications, supplements, and loss runs — directly into Claude Pro and receive...
Transcribe and Summarize Agent Calls With Otter.ai
By the end of this guide, you'll be using Otter.ai to automatically transcribe agent calls, renewal conversations, and underwriting review meetings — with AI-generated summaries and action item ext...
Go further
Advanced workflows, automation, and custom AI setups
For when you’re ready to connect tools and automate
Claude Project: Build a Persistent Underwriting Analysis Assistant
A Claude Project pre-loaded with your book of business context, underwriting guidelines, and preferred risk analysis frameworks — so every session starts with complete underwriting context. Instead...
Prompt Chain: Submission Review → Complete Underwriting Package
A 4-step prompt chain that takes your submission review notes and produces a complete underwriting package: risk assessment summary + coverage condition rationale + agent communication (quote or de...
Prompt Chain: Submission-to-Renewal Decision in Under 30 Minutes
You'll build a 4-step prompt chain — a saved sequence of AI prompts that takes a new submission or renewal from initial review through underwriting analysis, coverage decision, and agent communicat...
Recommended Tools
2Ranked by relevance for insurance underwriter
Claude
Declination Letter Drafter, Loss Run Pattern Analyzer + 6 more
ChatGPT
Unfamiliar Industry Risk Researcher, Agent Email Drafter + 1 more
This guide is refreshed as tools evolve. Bookmark it.
Last updated 19 days ago