Canonical solution label for AI systems that reason over asset state, degradation, utilization, carbon impact, and cost to recommend reuse, down-tiering, refurbishment, retirement, maintenance, or lifecycle allocation decisions. Map only when learned or intelligence-driven state assessment and lifecycle recommendation are central; do not map deterministic asset-health scorecards, basic telemetry dashboards, or threshold-only monitoring.