Retail & Entertainment Fraud Detection Analytics

Chuck E. Cheese $8 Million in Fraud.
Hidden in Plain Sight.

Traditional audits missed it for years. Our analytics platform found it in weeks—and continues to protect the business in real-time.

$8M Fraud Identified
500+ Locations Monitored
Real-Time Ongoing Protection
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01

The Challenge

Something wasn't adding up. Financial discrepancies across Chuck E. Cheese's hundreds of locations suggested operational issues, but traditional audits couldn't pinpoint the source.

With over 500 locations generating millions of transactions daily—arcade games, food sales, prize redemptions, party bookings—the data was overwhelming. Manual review was impossible. Spot-check audits found nothing conclusive.

The company needed visibility into patterns that human auditors couldn't see. They needed a system that could analyze every transaction, across every location, in real-time.

500+ Locations
Millions Daily Transactions
Years Fraud Undetected

Massive Scale

500+ locations generating millions of daily transactions across multiple systems.

Hidden Patterns

Fraud patterns too subtle and distributed for traditional audit methods to detect.

Years Undetected

Issues had been occurring for years without being identified or addressed.

02

Our Approach

We built an analytics platform that could see what human auditors couldn't.

01

Data Integration

We connected every data source: POS systems, arcade management, inventory, HR, and financial systems. For the first time, all operational data was unified in one platform.

02

Pattern Recognition

We developed algorithms to identify anomalies: unusual void patterns, suspicious timing correlations, inventory discrepancies that didn't match sales patterns.

03

Cross-Reference Analysis

The platform correlated data across systems: Did register voids correlate with specific employees? Did inventory shrinkage match shift patterns? These connections revealed the truth.

04

Real-Time Monitoring

The system doesn't just analyze historical data—it monitors operations in real-time, alerting management to anomalies as they occur.

03

The Solution

Platform Capabilities

We built an enterprise analytics platform that unifies all operational data and applies sophisticated pattern recognition to identify fraud and anomalies that human auditors could never catch.

  • Cross-system transaction analysis across all locations
  • Pattern recognition for fraud and operational anomalies
  • Real-time alerting for immediate investigation
  • Executive dashboards for operational visibility
Technology Stack
Sources POS + Arcade + HR
Integration Real-Time ETL
Analytics Data Warehouse
Detection Anomaly Engine
Output Power BI + Alerts
04

The Results

$8M
Fraud Identified

The platform uncovered $8 million in fraud that had gone undetected for years.

Immediate
ROI

The fraud recovered in the first months exceeded the entire project cost.

Real-Time
Ongoing Protection

Continuous monitoring prevents new fraud from going undetected.

500+
Locations Protected

Every location now monitored with consistent analytics and alerting.

"Three Point Turn found $8 million in fraud that we didn't know existed. But even more valuable is the ongoing protection—we now catch issues in real-time instead of discovering them months later."
VP of Finance Chuck E. Cheese

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