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Insurance Fraud Detection Agent

Catches fraudulent claim patterns before adjusters waste hours on them.

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Insurance Fraud Detection Agent
The Scenario

The problem
being solved

Fraudulent claims compound losses. Detection traditionally happens at two extremes — automated rule-based scoring (high false positive rate, blunt) or human SIU investigation (slow, expensive, only triggered after the fact). The middle ground — surfacing claims that warrant a closer look earlier in the process — is where most insurers leak money.

The Solution

How this
agent works

We build a fraud detection agent that scores incoming claims for anomaly patterns the moment they arrive — comparing against historical claim graphs, claimant/provider networks, and ring-fraud signals. Adjusters receive a fraud-likelihood score with the specific reasons surfaced, not a black-box flag. Lifts SIU referral quality and reduces wasted adjuster hours on obviously fraudulent claims.

How It's Built

Custom-trained on your claim history and fraud patterns. 8-10 weeks for first deployment, with continuous retraining baseline.

Stack
LangGraphAnthropic ClaudeGraph DB (Neo4j or similar) for network signalsCustom anomaly scorerExisting claims system integrationAdjuster UI overlay
Projected Impact

A mid-size insurer wires the agent into its first-notice-of-loss pipeline. Each incoming claim gets scored against the carrier's own historical graph and claimant/provider network. Adjusters see a likelihood score with the specific reasons surfaced; SIU referrals shift earlier in the lifecycle and arrive with better evidence packages.

MetricBeforeAfter
Time to surface high-risk claimsDays to weeks (post-investigation)Minutes from claim intake
SIU referral qualityHigh false-positive rate from rules enginesReasoned scores with evidence trail
Adjuster hours on clearly fraudulent claimsSame as legitimate claimsRouted early; minimal adjuster time wasted
Capabilities
  1. 01

    Domain-trained

    Tuned on your insurer's specifics, not a generic out-of-the-box model.

  2. 02

    Audit-ready

    Every output cites its sources, every decision logs its inputs.

  3. 03

    Senior-built

    Architected and shipped by senior engineers; no juniors learning on your matter.

  4. 04

    Integrated, not bolted on

    Plugs into your existing claims system, not a parallel tool.

Build this agent
for your workflow.

We custom-build each agent to fit your data, your rules, and your existing systems.

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