Failure Prevention Systems
Systems that reduce blind spots before failure occurs
Projects
E-commerce Reporting
Revenue drops went unnoticed for weeks. Refund spikes caught management by surprise. Daily performance was invisible until month-end reports.
Sentiment Analysis
Brand crises exploded before anyone noticed. Negative sentiment spread unchecked. Customer complaints went viral while teams were blind.
Client Health Monitoring
Customers churned without warning. Revenue disappeared before intervention. Account managers learned about problems from cancellation emails.
Metrics
System Info
I build systems that prevent failures before they happen. Revenue leaks, brand crises, customer churn—all caught early enough to intervene. What broke before this existed? That's what gets fixed.