Increased product complexity and labor shortages have led to quality and cost challenges at the Singapore Printhead manufacturing factory. At the same time, the country’s manufacturing focus has been moving toward higher-value work. Given these factors, it was imperative to transform our factory from being manual, labor-intensive, and reactive to a highly digitized, automated, and AI-driven one