AI Wins Your Insurance Dispute

What You'll Build

An AI assistant that fights insurance claim denials on your behalf. It reads your policy, identifies why the denial is wrong, drafts a professional appeal letter citing specific policy language, and handles the follow-up correspondence.

Why This Works

Insurance companies count on you giving up. Most people see "DENIED" and accept it. But denials are often wrong, and the appeals process is just paperwork and persistence. Two things AI is very good at.

Duncan Rogoff's AI didn't just draft an appeal. It accidentally won the dispute, almost as a side effect of being thorough. The AI cited specific policy sections the insurance company's own adjuster had overlooked.

Prerequisites

• OpenClaw running on your machine
• Your insurance policy document (PDF or digital copy)
• The denial letter or explanation of benefits (EOB)
• Email access for correspondence

Step 1: Feed Your AI the Policy

Upload your full insurance policy. Your AI will read the entire thing (something almost no human does). It now knows:

• Exactly what's covered and what isn't
• The specific language around exclusions
• Appeal deadlines and procedures
• Your rights as a policyholder

Step 2: Share the Denial

Give your AI the denial letter. It will:

• Identify the stated reason for denial
• Cross-reference it against your actual policy language
• Find discrepancies between what the denial says and what the policy actually covers
• Research relevant state insurance regulations

Step 3: Draft the Appeal

Your AI writes a formal appeal letter that:

• Addresses the specific denial reason with counter-evidence
• Quotes exact policy sections that support your claim
• References any applicable state regulations
• Maintains a professional, firm tone
• Includes a clear ask: "We request immediate reconsideration and approval of this claim"

Step 4: Submit and Follow Up

Send the appeal (or have your AI send it directly). Then:

• Calendar the response deadline
• If no response by deadline, send a follow-up
• If denied again, escalate (state insurance commissioner, external review)
• Document everything for potential further escalation

The Pattern That Wins

Most successful insurance appeals share these traits:

1. Specificity: Don't say "I think this should be covered." Say "Per Section 4.2.1 of policy #XYZ, this procedure is explicitly covered under..."
2. Persistence: The first appeal is just the start. Many claims require 2-3 rounds
3. Escalation awareness: Mention the state insurance commissioner's office. Companies take appeals more seriously when they know you know the escalation path
4. Documentation: Every interaction logged, every timeline tracked

Your AI does all of this naturally.

Tips

• Medical claims: Include relevant medical records and doctor's notes supporting necessity
• Home/auto claims: Include photos, repair estimates, and comparable claim outcomes
• Timing matters: Most policies have strict appeal deadlines (often 30-60 days). Don't miss them
• State regulations vary: Your AI should research your specific state's insurance consumer protection laws
• Keep it professional: Angry letters get ignored. Policy-citing letters get results

Beyond Insurance

This same approach works for:

• Medical billing disputes: Hospital bills with errors (more common than you'd think)
• Credit card charge disputes: Unauthorized charges, merchant disagreements
• Warranty claims: Manufacturer denials on defective products
• Tax disputes: IRS notices that you disagree with
• HOA fines: When you have the bylaws on your side

Anywhere there's a bureaucratic process with written rules, your AI has the edge: it actually reads the rules.