This PDF will explore why traditional AI success metrics like model accuracy aren’t enough in industrial settings. It will highlight how real impact is measured when predictive insights are validated through operational outcomes, including technician confirmations and reduced downtime examples. Practical frameworks for measurement and key considerations for reliability teams will be included.