A subscription service that proactively replaces components in manufactured goods based on AI-predicted failure rates. Subscribers receive regular component upgrades and replacements, ensuring optimal performance and minimizing downtime. The AI monitors the systems and schedules replacements before defects occur, optimizing for lifespan control, and planned obsolescence for the manufacturer.