Stop Fraud before It Hits AI-Powered Fraud Detection in Claims

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Challenge Outdated, Inconsistent, and Costly Fraud Investigations

A leading health insurer was struggling to keep pace with evolving fraud risks in medical claims. Their framework relied on static, rule-based methods that could not adapt to new fraud tactics.

Key challenges included

Complex claim data

Difficult to define abnormal claims due to multiple influencing factors.

Inconsistent labeling

Investigators flagged claims differently depending on medical knowledge and prescription variations.

Outdated detection logic

Static rules failed to catch sophisticated or emerging fraud schemes.

Frequent changes

Constant updates needed for new products and plan variations.

Resource strain

– Processing large datasets and redefining rules slowed investigations.

Negative impact

Delayed detection led to missed fraud, false positives, slower settlements, dissatisfied customers, and rising losses

Solution AI-Powered Fraud Detection with Marvel.ai

The insurer deployed Marvel.ai, our AI-first, Cloud-native, and CX-centric Business Transformation Engine, to modernize fraud detection and reduce false positives.

Key capabilities included

  • Data consolidation Unified historical and real-time medical claims data.
  • Adaptive rule refinement Continuously updated detection rules to counter evolving fraud tactics.
  • Advanced NLP Interpreted unstructured medical text with high accuracy.
  • Social network analysis Detected hidden relationships and suspicious links across entities.
  • Scalable processing Handled large datasets efficiently without slowing operations.
  • Automation-first approach Flagged fraud patterns early, routing only exceptions for investigator review.

Business Impact Smarter, Faster, and More Accurate Fraud Detection

80% reduction

in manual effort.

Faster detection

of fraudulent claims, preventing revenue leakage

Lower false positives

improving accuracy and fairness

Stronger compliance

with consistent detection and audit trails

Scalable fraud detection framework

to handle rising claim volumes

Better customer experience

through quicker, more accurate settlements

Ready to Start Your Transformation Journey?

Join the companies that chose transformation over stagnation. Marvel.ai isn't just a platform—it's your revolution catalyst. The future of business transformation starts with a single decision.