AI Integration Displaces Rule Based Inspection
Semiconductor manufacturers are increasingly specifying AI integrated smart cameras in place of rule based inspection systems that cannot adapt to increasingly complex and varied defect patterns across wafer production. MMA's Q4 2025 primary research found manufacturers using AI integrated cameras reporting defect detection improving 25 percent versus comparable rule based inspection systems, as vendors completed the edge processing calibration work needed to certify accuracy across production scale deployments. This shift is resetting vendor investment priorities across nearly every major product line in the category, and quickly reshuffling supplier shortlists at several leading semiconductor fabricators.
Market Impact: Drives 43 percent of new decisions








