Customer Risk

Your best customers are going quiet. XGBoost sees the pattern. Act before they leave.

XGBoost churn model · 5-signal composite label · Optuna tuning · K-Means k=5 RFM segments · Click any row for Customer 360.

@champion

K-Means RFM Segments

CustomerRisk360

Apex Technologies

Technology

Hibernating
87%

Meridian Finance

Financial Services

At-Risk
79%

Solaris Healthcare

Healthcare

Hibernating
71%

Nova Retail Group

Retail

At-Risk
64%

Quantum Logistics

Logistics

At-Risk
58%

Titan Manufacturing

Manufacturing

At-Risk
51%

Iris Consulting

Professional Services

Loyal
44%

Harbor Energy

Energy

Loyal
39%

Crestwood Pharma

Healthcare

Champions
21%

BlueWave Digital

Technology

Champions
15%

Summit Aerospace

Aerospace

Champions
12%

Orion Financial

Financial Services

Champions
9%