In the water industry, the underground network is often a realm of the unknown. For decades, utilities worldwide have relied on age-based models to determine when to replace critical infrastructure. The logic was simple: if a pipe is old, it must be deteriorating. However, this approach is both capital-inefficient and risky. It often leads to the premature disposal of assets that still have decades of useful life, or conversely, misses newer assets that are failing rapidly du