Will AI Save Industrial Knowledge Before It Walks Out the Door?
When experienced maintenance professionals retire, they take more than years of service with them. They may also take knowledge that has never been written down. AI promises a new way to capture that expertise, but it raises an uncomfortable question: if machines increasingly provide the answers, how will the next generation learn to find them?
Why Maintenance Teams Need Better Inspection History, Not Just More Data
Maintenance teams rarely suffer from a complete lack of information. In many industrial organizations, the opposite is true. Work orders, inspection checklists, condition notes, photographs, vibration readings, oil analysis results, temperature logs, spare parts records, safety observations, and failure reports are created every day. The amount of maintenance data keeps growing, but the practical value of that data depends on whether it can explain what is happening to assets over time.


