These exposures are being compounded by advanced technologies such as generative AI, which is increasingly used to modernize product lines, enhance design, and optimize production. AI errors, such as flawed design outputs or unintended modifications, can lead to costly recalls, contract breaches, or operational downtime for manufacturing firms.