Industrial maintenance crisis is a math problem

By 2030, 2.1 million manufacturing jobs will be unfilled, and the world's 500 biggest companies lose nearly $1.4 trillion annually from unplanned downtime. Average repair times rose from 49 to 81 minutes in five years. Ultimo CPO Harmjan Derksen argues AI embedded in maintenance workflows can distribute institutional knowledge and fix the structural failure.