Case Study: Fraud Detection

Coming soon. This case study is in preparation.

Teaser

A commercial lines insurer uses Hoziron agents for real-time fraud scoring during claims processing. Their approach:

  • Pattern detection agent — Analyzes claim details against known fraud indicators
  • Network analysis agent — Cross-references claimant relationships and prior claims
  • Scoring agent — Produces a composite fraud risk score with explanation

Key outcomes:

  • Flagged 23% more suspicious claims than manual review
  • Reduced false positives by 40% compared to rule-based systems
  • Every fraud flag includes a natural-language explanation for investigators

Architecture preview

Full writeup coming with deployment details, model selection rationale, and accuracy metrics.


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