## Predictive Churn and Degradation

No system maintains optimal performance indefinitely without intervention. Code rots, hardware degrades, and user bases churn.

### Machine Learning Emulation
The tool utilizes a lightweight linear regression algorithm running entirely in Javascript. By inputting your current trajectory, it mathematically extrapolates the 'Point of Failure' where systemic degradation outweighs the growth vector.

### Strategic Action
Knowing the exact timeline of structural failure allows for preemptive refactoring. Instead of reacting to a catastrophic outage or a massive collapse in Monthly Active Users (MAU), organizations can schedule controlled maintenance windows weeks in advance.