AI Fraud Triage Agent with Sapiens: The AI Layer That Sits Above Your Core System

The Problem: Sapiens Doesn't Do This

Sapiens is excellent at what it's designed for: Policy management, Claims handling, Reinsurance, Digital engagement. It's your system of record for core insurance platform, and replacing it is not on the table for any rational CTO.

Claims fraud costs the US insurance industry $80B annually. SIU teams cannot review every claim — manual referral rates of 1-3% mean the majority of fraudulent claims are paid without investigation. Document-level fraud signals (staged accident indicators, provider billing anomalies, claim inflation patterns) are invisible without AI analysis.

This isn't a failure of Sapiens — it's a capability gap that falls outside its design scope. The solution isn't to rip and replace Sapiens. It's to add an intelligence layer on top that handles what Sapiens doesn't.

The Regure Approach: Intelligent Orchestration Layer

Regure connects to Sapiens via Sapiens Open API without requiring customization or modification of your Sapiens configuration.

Regure analyzes every claim document against a fraud signal library: medical provider billing history, accident scenario consistency, claimant claim frequency, contractor pricing benchmarks, and document metadata anomalies. Claims exceeding configurable risk thresholds are automatically routed to SIU with an evidence package.

Every action taken by Regure is logged and visible in both Regure's audit trail and pushed back to Sapiens records — so your team works in the system they know, with Regure handling the AI processing invisibly in the background.

Key Documents Processed for Fraud Triage

For AI Fraud Triage Agent, Regure processes the following document types that Sapiens holds references to but doesn't analyze:

• CMS-1500
• UB-04
• Police report
• Contractor invoice
• FNOL
• IME report

These documents arrive as PDFs, images, and structured data feeds. Regure's AI extracts the signals relevant to fraud triage, enriches the Sapiens record with structured findings, and triggers appropriate workflows — all without manual intervention.

Implementation: Non-Invasive, Rapid Deploy

Regure is designed specifically to avoid the "rip and replace" problem. Implementation alongside Sapiens takes weeks, not months:

1. Connect: Regure authenticates with Sapiens via API using read/write credentials limited to the required data scopes. No Sapiens customization required.
2. Configure: Define which Sapiens workflows trigger Regure processing and which Regure outputs write back to Sapiens records.
3. Train: Provide Regure with your specific document examples — your carrier's forms, your adjusters' workflows — and the AI calibrates to your operation.
4. Go live: Regure processes documents in parallel with existing workflows. Adjusters and underwriters see enriched data in Sapiens without changing their workflow.

ROI for Fraud Triage on Sapiens

Automated fraud triage typically increases SIU referral quality (confirmed fraud rate) by 40-60% while expanding overall referral volume, with ROI consistently exceeding 10:1 on investigation costs vs. losses prevented.

The ROI case for adding Regure's fraud triage capability to Sapiens is straightforward: you're applying AI intelligence to document workflows that Sapiens already handles transactionally, with no displacement cost, no retraining cost, and no integration risk beyond the initial API connection.

Other AI Use Cases for Sapiens

Fraud Triage is one of five AI capability layers Regure adds to Sapiens. The full suite:

• AI Subrogation Detection Agent — Automatically identify subrogation opportunities from claim documents at FNOL and throughout adjudication
• AI Fraud Triage Agent ← Current page — Real-time fraud signal detection in claims documents, flagging suspicious patterns for SIU referral
• Compliance Automation — Automated regulatory evidence generation integrated with core system workflows
• Renewal Intelligence — AI-powered renewal prediction and portfolio analysis from core system and document data
• Claims Leakage Prevention — Systematic identification of overpayment, coverage gaps, and process failures driving claims leakage

Ready to add fraud triage to your Sapiens operation? Book a demo — bring your Sapiens setup details and we'll show you exactly how the integration works. Or see the Sapiens integration overview.