AI Fraud Scoring Flags Risky Claims Earlier in Mercury

When a claim file arrives, your team is racing the clock: assign the right adjuster, request missing information, and decide what needs immediate attention. But not every claim deserves the same depth of review, and treating them all the same can lead to missed fraud signals or wasted effort.

Why “fraud review” needs to start earlier

Fraud is rarely obvious in the first few minutes of handling. The strongest indicators often show up in the details—documents that don’t match, dates that conflict, or patterns that look normal at first glance but break down under closer inspection.

That’s why earlier triage matters. The sooner you can identify files that deserve extra scrutiny, the more effectively you can allocate investigator time and keep legitimate claims moving.

Mercury’s AI-powered document fraud scoring

Mercury includes AI-powered document fraud detection with 1–100 scoring to help teams identify claim packages that may contain anomalies. The goal is not to replace adjuster judgment—it’s to provide a practical signal that helps you prioritize.

• Score claims consistently using the same approach across teams and lines
• Surface anomalies in supporting documents so they don’t get buried
• Prioritize investigations while keeping low-risk claims moving

How carriers, MGAs, and TPAs benefit

Fraud scoring is most valuable when it is integrated into everyday workflows. For carriers, MGAs, and TPAs, a scoring signal can reduce leakage and improve operational focus without introducing a separate “side system” that people forget to use.

• Better workload routing by focusing expert reviewers on the right files
• Reduced cycle time by avoiding unnecessary deep dives on low-risk claims
• Improved documentation as the team captures rationale and outcomes consistently

Putting the score into the workflow

The real operational win comes when scoring supports a repeatable process: set thresholds, define what happens at each level, and make it easy to record outcomes. Over time, that helps your organization learn what patterns matter and where additional controls reduce exposure.

If you’re looking for a practical way to strengthen claims operations, AI-powered document fraud scoring is a strong step toward earlier detection and better prioritization.