Insurance Claim Fraud Detection

AI → Human

AI pattern-matches incoming claims against known fraud indicators.

5 nodes · 5 edgesinsurance
eventagenthumansystem
Visual
Claims Intake Streamevent

New claims submitted via portal, agent, or adjuster.

sequentialAI Fraud Pattern Matching
AI Fraud Pattern Matchingagent

Cross-reference claim details with historical fraud patterns and red flags.

sequentialFraud Probability Score
Fraud Probability Scoresystem

Score 0-100 based on pattern match confidence.

conditionalClaim Disposition
conditionalClaims Investigator Review
Claims Investigator Reviewhuman

SIU investigator reviews flagged claim, requests documentation.

sequentialClaim Disposition
Claim Dispositionsystem

Approve, deny, or escalate to law enforcement.

uc-claim-fraud-flag.osop.yaml
osop_version: "1.0"
id: "claim-fraud-flag"
name: "Insurance Claim Fraud Detection"
description: "AI pattern-matches incoming claims against known fraud indicators."

nodes:
  - id: "claims_stream"
    type: "event"
    name: "Claims Intake Stream"
    description: "New claims submitted via portal, agent, or adjuster."

  - id: "pattern_match"
    type: "agent"
    subtype: "llm"
    name: "AI Fraud Pattern Matching"
    description: "Cross-reference claim details with historical fraud patterns and red flags."
    security:
      risk_level: "medium"

  - id: "fraud_score"
    type: "system"
    name: "Fraud Probability Score"
    description: "Score 0-100 based on pattern match confidence."

  - id: "investigator_review"
    type: "human"
    subtype: "review"
    name: "Claims Investigator Review"
    description: "SIU investigator reviews flagged claim, requests documentation."
    security:
      approval_gate: true

  - id: "disposition"
    type: "system"
    name: "Claim Disposition"
    description: "Approve, deny, or escalate to law enforcement."

edges:
  - from: "claims_stream"
    to: "pattern_match"
    mode: "sequential"
  - from: "pattern_match"
    to: "fraud_score"
    mode: "sequential"
  - from: "fraud_score"
    to: "disposition"
    mode: "conditional"
    when: "fraud_score.value < 20"
    label: "Auto-approve low-risk claims"
  - from: "fraud_score"
    to: "investigator_review"
    mode: "conditional"
    when: "fraud_score.value >= 20"
  - from: "investigator_review"
    to: "disposition"
    mode: "sequential"