Aerospace manufacturers face rising pressure to increase throughput while maintaining strict safety and compliance standards. Yet traditional computer vision systems still struggle with data limitations—especially for rare or complex failure modes in critical components. With global production expected to rise 20% per year through 2027, inspection models that rely on real-world defect data are too slow to train, too narrow to generalise, and too risky to trust at scale.