Most fleets already hold years of manuals, defect reports and maintenance records, yet every new machinery fault still starts with a search across disconnected systems. This article explains why that happens, what the latest Allianz incident data shows about machinery risk, and how AI-powered maritime troubleshooting helps engineers find source-backed answers faster, while the final technical decision stays with them.
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