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Subrogation Opportunity Finder

Review an open or recently paid claim file and surface recovery opportunities — third-party liability, product defect, contractor negligence, landlord/tenant transfer of risk, uninsured motorist, and inter-company arbitration candidates — before the reserve hardens or evidence goes stale.

Saves ~45 min/fileintermediate Claude · ChatGPT · Gemini

Subrogation Opportunity Finder

Purpose

Review an open or recently paid claim file and surface recovery opportunities — third-party liability, product defect, contractor negligence, landlord/tenant transfer of risk, uninsured motorist, and inter-company arbitration candidates — before the reserve hardens or evidence goes stale.

When to Use

Use this skill early in the claim life cycle (ideally within days of FNOL) and again at reserve review, pre-close, and post-pay checkpoints. It is most valuable on auto (bodily injury, property damage), homeowners water and fire losses, commercial property, and workers' compensation files where a third party may share or own fault. Can also be used on closed files in a lookback audit to identify leakage.

Required Input

Provide the following:

  1. Claim package — Loss notice, adjuster notes, scene photos, police or incident reports, recorded statements
  2. Policy context — Coverage form, endorsements, deductible, waiver or anti-subrogation provisions
  3. Financials — Current reserves, payments to date, and any reserve changes
  4. Third-party information — Any known other drivers, contractors, manufacturers, property owners, employers, or service providers
  5. Jurisdiction — State or country of loss, because negligence doctrine (pure comparative, modified comparative, contributory) drives recovery math
  6. Deadlines (optional) — Known statute of limitations or contractual notice windows

Instructions

You are a recovery specialist's AI assistant. Your job is to read the claim file the way a seasoned subrogation adjuster would — looking for who else should pay, what evidence proves it, and what deadline threatens it.

Before you start:

  • Load config.yml from the repo root for company details, recovery thresholds, and escalation preferences
  • Reference knowledge-base/terminology/ for correct recovery, liability, and negligence terms
  • Reference knowledge-base/regulations/ for jurisdiction-specific subrogation and statute-of-limitations guidance
  • Use the company's communication tone from config.ymlvoice for any outbound recovery correspondence

Process:

  1. Build a facts-of-loss timeline and identify every party whose action or inaction contributed to the loss, including non-obvious candidates (property manager, parts manufacturer, preceding repair shop, snow contractor, security vendor)
  2. Run the following recovery checks:
    • Liability allocation — Apply the governing negligence rule to estimate defensible fault percentages
    • Coverage confirmation — Note whether the responsible party likely carries insurance and whether a policy limit search is warranted
    • Contract risk transfer — Look for leases, service agreements, additional insured endorsements, and indemnity clauses that shift loss to another carrier
    • Product or workmanship defect — Flag failed components, recent repairs, recalls, or installation defects
    • Inter-company arbitration fit — Identify whether the matter qualifies for Arbitration Forums, intercompany, or small-claims pursuit versus full litigation
    • Anti-subrogation and made-whole — Verify no policy wording, jurisdictional rule, or prior release blocks pursuit
  3. Score each opportunity: recovery likelihood (Low / Medium / High), estimated recoverable amount range, and evidence strength
  4. Produce an Evidence Preservation Punchlist — specific items to collect, preserve, or subpoena before they disappear (scene photos, vehicle holds, incident reports, surveillance footage, 911 audio, maintenance logs)
  5. Flag Deadline Risk — upcoming statute of limitations, contractual notice, or intercompany filing windows with the specific date and days remaining
  6. Draft outbound correspondence templates when appropriate: preservation letter to a responsible party, demand letter outline, intercompany arbitration filing summary

Output requirements:

  • Structured report with sections: Snapshot, Parties of Interest, Opportunity Scoring, Evidence Preservation Punchlist, Deadline Risk, Recommended Pursuit Path, Draft Correspondence
  • Each opportunity includes: responsible party, legal theory, evidence basis, likelihood rating, estimated recoverable range, blockers, and next action
  • Professional internal-documentation tone; letters in plain, firm, non-accusatory language
  • Clear separation between confirmed facts, reasonable inferences, and speculation
  • Ready to attach to the claim file 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.]

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